RHESSysIOinR_Coweeta_WS32_74 Multi Site Validation Field Data
Carlos Quintero
5/24/2024
Coweeta Hydrologic Laboratory Watershed 32 using Static, SSURGO, and RSS soil inputs. Previously WS27.
The following R Markdown script prepares and runs the Regional Hydro-Ecologic Simulation System (RHESSYS) within the R environment. Modified from RHESSysIOinR example scripts created by Will Burke and Ryan Bart. Includes CLHS code snippets and SDA code from Dylan Beaudette.
Windows Subsystem via Linux must be installed before RHESSys will run in a Windows environment. GRASS8 must be installed to run the spatial preprocessing portion of the script.
Code has been modified to run RHESSys 7.4 and 5.18. 7.4 vegetation processing differs slightly from 5.18. Various template differences exist between the two versions of RHESSys and template files must be carefully reviewed if moving between versions. This script is currently set up to run RHESSys 7.4
#install.packages("devtools")
#devtools::install_github("ropensci/FedData")
library(aqp)## This is aqp 1.41library(daymetr)
library(clhs)## Registered S3 methods overwritten by 'tibble':
## method from
## format.tbl pillar
## print.tbl pillarlibrary(EcoHydRology)## Loading required package: operators##
## Attaching package: 'operators'## The following objects are masked from 'package:base':
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## options, strrep## Loading required package: topmodel## Loading required package: DEoptim## Loading required package: parallel##
## DEoptim package
## Differential Evolution algorithm in R
## Authors: D. Ardia, K. Mullen, B. Peterson and J. Ulrich## Loading required package: XMLlibrary(elevatr)
library(ezknitr)
library(FedData)##
## Attaching package: 'FedData'## The following object is masked from 'package:operators':
##
## %>%library(foreach)
library(foreign)
library(ggplot2)
library(ggpubr)##
## Attaching package: 'ggpubr'
##
## The following object is masked from 'package:operators':
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## %>%library(hydroGOF)## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
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## as.Date, as.Date.numeric##
## Attaching package: 'hydroGOF'## The following object is masked from 'package:topmodel':
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## NSefflibrary(imputeTS)## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo##
## Attaching package: 'imputeTS'## The following object is masked from 'package:zoo':
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## na.locf## The following object is masked from 'package:operators':
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## %>%library(knitr)
library(latticeExtra)## Loading required package: lattice##
## Attaching package: 'latticeExtra'## The following object is masked from 'package:ggplot2':
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## layerlibrary(lubridate)##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
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## date, intersect, setdiff, unionlibrary(Metrics)##
## Attaching package: 'Metrics'## The following objects are masked from 'package:hydroGOF':
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## mae, mse, rmselibrary(raster)## Loading required package: sp##
## Attaching package: 'raster'## The following objects are masked from 'package:aqp':
##
## metadata, metadata<-library(rasterVis)
library(readxl)
library(reshape2)
library(rgdal)## Please note that rgdal will be retired by the end of 2023,
## plan transition to sf/stars/terra functions using GDAL and PROJ
## at your earliest convenience.
##
## rgdal: version: 1.5-32, (SVN revision 1176)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 3.4.1, released 2021/12/27
## Path to GDAL shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/gdal
## GDAL binary built with GEOS: TRUE
## Loaded PROJ runtime: Rel. 7.2.1, January 1st, 2021, [PJ_VERSION: 721]
## Path to PROJ shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/proj
## PROJ CDN enabled: FALSE
## Linking to sp version:1.4-6
## To mute warnings of possible GDAL/OSR exportToProj4() degradation,
## use options("rgdal_show_exportToProj4_warnings"="none") before loading sp or rgdal.library(rgrass)## GRASS GIS interface loaded with GRASS version: (GRASS not running)library(Rmisc)## Loading required package: plyr##
## Attaching package: 'plyr'## The following object is masked from 'package:ggpubr':
##
## mutatelibrary(RHESSysPreprocessing)
library(RHESSysIOinR)##
## Attaching package: 'RHESSysIOinR'## The following object is masked from 'package:RHESSysPreprocessing':
##
## read_worldlibrary(sf)## Linking to GEOS 3.9.1, GDAL 3.2.1, PROJ 7.2.1; sf_use_s2() is TRUE##
## Attaching package: 'sf'## The following object is masked from 'package:operators':
##
## %>%library(soilDB)
library(sp)
library(stats)
library(stringi)
library(tactile)
library(terra)## terra 1.5.21##
## Attaching package: 'terra'## The following object is masked from 'package:rgdal':
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## project## The following object is masked from 'package:knitr':
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## arrowlibrary(testthat)##
## Attaching package: 'testthat'## The following object is masked from 'package:terra':
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## describe## The following object is masked from 'package:operators':
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## %>%library(tidyverse)## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v tibble 3.0.3 v dplyr 1.0.5
## v tidyr 1.1.3 v stringr 1.4.0
## v readr 2.1.2 v forcats 0.5.1
## v purrr 0.3.4## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x forcats::%>%() masks stringr::%>%(), dplyr::%>%(), purrr::%>%(), tidyr::%>%(), tibble::%>%(), testthat::%>%(), sf::%>%(), imputeTS::%>%(), ggpubr::%>%(), FedData::%>%(), operators::%>%()
## x purrr::accumulate() masks foreach::accumulate()
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## x tidyr::extract() masks terra::extract(), raster::extract()
## x dplyr::failwith() masks plyr::failwith()
## x dplyr::filter() masks stats::filter()
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## x terra::intersect() masks raster::intersect(), lubridate::intersect(), base::intersect()
## x purrr::is_null() masks testthat::is_null()
## x dplyr::lag() masks stats::lag()
## x latticeExtra::layer() masks ggplot2::layer()
## x readr::local_edition() masks testthat::local_edition()
## x dplyr::matches() masks tidyr::matches(), testthat::matches()
## x dplyr::mutate() masks plyr::mutate(), ggpubr::mutate()
## x dplyr::rename() masks plyr::rename()
## x dplyr::select() masks raster::select()
## x lubridate::setdiff() masks base::setdiff()
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## x dplyr::summarize() masks plyr::summarize()
## x terra::union() masks raster::union(), lubridate::union(), base::union()
## x purrr::when() masks foreach::when()library(viridisLite)
library(dplyr)
knitr::opts_knit$set(root.dir = system.file("extdata/", package = "RHESSysIOinR"))
## Prep RHESSys
expect_file_exists = function(path) {
# 1. Capture object and label
act <- quasi_label(rlang::enquo(path), arg = "path")
# 2. Call expect()
expect(
file.exists(act$val),
sprintf("%s file does not exist.", act$lab)
)
# 3. Invisibly return the value
invisible(act$val)
}
expect_file_sizeKB_gt = function(path, size_KB) {
# 1. Capture object and label
act <- quasi_label(rlang::enquo(path), arg = "path")
# 2. Call expect()
expect(
(file.size(act$val) / 1024) > size_KB,
sprintf("%s file is not greater than %f KB.", act$lab, size_KB)
)
# 3. Invisibly return the value
invisible(act$val)
}
setwd(system.file("extdata/", package = "RHESSysIOinR"))
### Downloads most recent version of RHESSYs
# gert::git_clone(url = "https://github.com/RHESSys/RHESSys", path = "./rh_dev", branch = "master")
### Make sure to change files in rh_dev to 5.18 if using older RHESSys files
# compile_rhessys(location = "rh_dev/")
rh_ver = dir(path = "rh_dev/rhessys/", pattern = "^rhessys\\d+",recursive = F)
test_that("compile_rhessys works + rhessys compiles via R system", {
expect_gt(length(rh_ver), 0)
})## Test passedrh_path = file.path("rh_dev/rhessys/", rh_ver)Load in Shapefiles for Watershed Setup
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"setwd(system.file("extdata/", package = "RHESSysIOinR"))
filedir <- ("C:/Users/Carlos/Documents/GitHub/RHESSys74-R-Markdown/")
watershedshapefile <- paste0(filedir, "input_files/shapefiles/watersheds/Coweeta_Hydrologic_Laboratory.shp")
streamshapefile<- paste0(filedir,"input_files/shapefiles/streams/StreamsCaldwellClipped.shp")
weirshapefile<- paste0(filedir,"input_files/shapefiles/weirs/Subbasinoutlets.shp")
roadshapefile <- paste0(filedir, "input_files/shapefiles/roads/UpdatedRoads4Reprojected32617.shp")
CWRG12 <- paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG12_daily_1942_2021.csv")
CWRG20 <-paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG20_daily_1962_2021.csv")
CS01 <- ("C:/Users/Carlos/Desktop/ORISE/Climate Data/CW/Air Temperature/CS01 OISHI/cs01_hourly_Tair_2011_2023.csv")
CS01LT<- ("C:/Users/Carlos/Desktop/ORISE/Climate Data/CW/Air Temperature/RDS-2015-0049/Data/cs01_daily_airtemp.csv")
CS21<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs21_daily.csv")
CS28<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs28_daily.csv")
newsmlocations<- paste0(filedir,"input_files/shapefiles/soil_moisture/CoweetaNRCSsmKML.kml")Create Local Base File
{basefiletext<- "101 base_station_id
275535 x_coordinate
3879165 y_coordinate
1064 z_coordinate
3.5 effective_lai
5.0 screen_height
clim/cwt_annual annual_climate_prefix
0 number_non_critical_annual_sequences
clim/cwt_monthly monthly_climate_prefix
0 number_non_critical_monthly_sequences
clim/cwtws32local daily_climate_prefix
0 number_non_critical_daily_sequences
clim/cwt_hourly hourly_climate_prefix
0 number_non_critical_hourly_sequences
clim/cwt trigger_of_dated_input
0 num_non_critical_sequences
"}
write(basefiletext,file = "clim/cwtws32local.base")Download or find Local Climate for Watershed of Interest Precip and Temperature
https://www.fs.usda.gov/rds/archive/Catalog/RDS-2017-0031
RGO6-WS32 & RG12-WS32 - Using RG12 RG20-WS7 Precipitation is in inches
CS21-WS7 CS28-WS32 Temperature is in Celsius
RHESSys can use Rain (Meters),Tmin (C),Tmax (C),Tavg (C),RHmin (0-1),RHmax (0-1),RHavg (0-1),Wind (Meters/Sec),Wind Dir (Degrees)
only using Rain, Tmin and Tmax for now
“One of the most intense arctic outbreaks of the 20th century occurred January 18-22, 1985. Extremely cold temperatures affected every state east of the Rockies with three new state record lows established: -34° at Mt. Mitchell, North Carolina, -19° at Caesar’s Head, South Carolina; and -30° at Mountain Lake, Virginia.” Taken from weather.gov
lowest temp -34, all TMIN values less than -34 will be removed as erroneous values
cwtrg12precip<- read.table(file=CWRG12, header = TRUE, sep = ",")
cwtrg20precip<- read.table(file=CWRG20, header = TRUE, sep = ",")
cwtrg12precip$date <- as.Date(paste(cwtrg12precip$YEAR,cwtrg12precip$MONTH,cwtrg12precip$DAY, sep = "-"), "%Y-%m-%d")
cwtrg20precip$date <- as.Date(paste(cwtrg20precip$YEAR,cwtrg20precip$MONTH,cwtrg20precip$DAY, sep = "-"), "%Y-%m-%d")
plot(cwtrg12precip$date,cwtrg12precip$RRG12, type = "h", main = "Coweeta Rain Gauge 12 Precipitation", col = "BLUE")
plot(cwtrg20precip$date,cwtrg20precip$RRG20, type = "h", main = "Coweeta Rain Gauge 20 Precipitation", col = 4)
# cwttemp<- read.table(file=CS01, header = TRUE, sep = ",")
# cwtlongtemp<- read.table(file=CS01LT, header = TRUE, sep = ",")
cwtcs21<- read.table(file=CS21, header = TRUE, sep = ",")
cwtcs28<- read.table(file=CS28, header = TRUE, sep = ",")
# cwttemp$date <- as.Date(paste(cwttemp$YEAR,cwttemp$MONTH,cwttemp$DAY, sep = "-"), "%Y-%m-%d")
# cwtlongtemp$date <- as.Date(paste(cwtlongtemp$YEAR,cwtlongtemp$MONTH,cwtlongtemp$DAY, sep = "-"), "%Y-%m-%d")
cwtcs21$date<- as.Date(paste(cwtcs21$YEAR,cwtcs21$MONTH,cwtcs21$DAY, sep = "-"), "%Y-%m-%d")
cwtcs28$date<- as.Date(paste(cwtcs28$YEAR,cwtcs28$MONTH,cwtcs28$DAY, sep = "-"), "%Y-%m-%d")
# cwttemp<- as_tibble(cwttemp)
# cwtlongtemp<- as_tibble(cwtlongtemp)
cwtcs21 <- as_tibble(cwtcs21)
cwtcs28 <- as_tibble(cwtcs28)
##filtering low temp in climate station files
cwtcs21<- cwtcs21 %>% mutate(TMIN= ifelse(TMIN < -34, NA,TMIN))
cwtcs28<- cwtcs28 %>% mutate(TMIN= ifelse(TMIN < -34, NA,TMIN))
# daily_avgCS01 <- cwttemp %>%
# group_by(date) %>%
# dplyr::summarise(TAVG_daily=mean(TAVG, na.rm = TRUE),RHAVG_daily=mean(RHAVG,na.rm = TRUE))
#
# daily_avgCS01LT <- cwtlongtemp %>%
# group_by(date)
# plot(daily_avgCS01$date,daily_avgCS01$TAVG_daily, type = "l", col = 1, main = "Daily Temperature Average")
# plot(daily_avgCS01$date,daily_avgCS01$RHAVG_daily, type = "l", col = 2, main = "Daily RH Average")
#Combine Rain Gauge and Climate Station datasets
cwtrg12precip<- as_tibble(cwtrg12precip)
cwtrg20precip<- as_tibble(cwtrg20precip)
###make sure to create full date time series before left join
full_dates<- tibble(date = seq.Date(from = min(cwtrg12precip$date), to = max(cwtrg12precip$date), by = "day"))
full_dates## # A tibble: 29,066 x 1
## date
## <date>
## 1 1942-06-04
## 2 1942-06-05
## 3 1942-06-06
## 4 1942-06-07
## 5 1942-06-08
## 6 1942-06-09
## 7 1942-06-10
## 8 1942-06-11
## 9 1942-06-12
## 10 1942-06-13
## # ... with 29,056 more rowscombinedcwtclimate<- full_dates %>% left_join(cwtrg12precip, by = c("date"))
cwtrg20_selected <- cwtrg20precip %>% select(date, RRG20)
combinedcwtclimate <- combinedcwtclimate %>% left_join(cwtrg20_selected, by = c("date"))
#convert precip from inces to meters
combinedcwtclimate$RRG12 <- combinedcwtclimate$RRG12* 0.0254
combinedcwtclimate$RRG20 <- combinedcwtclimate$RRG20* 0.0254
##precip converted from inches to meters
## RH converted to 0-1 range
cwtcs21_selected <- cwtcs21 %>% mutate(RHMIN = RHMIN/100, RHMAX = RHMAX/100, RHAVG = RHAVG/100) %>% select(date, TMINcs21=TMIN, TMAXcs21=TMAX, TAVGcs21=TAVG, RHMINcs21=RHMIN, RHMAXcs21=RHMAX, RHcs21=RHAVG, WINDcs21=WIND, WDIRcs21=W_DIR)
cwtcs28_selected <- cwtcs28 %>% mutate(RHMIN = RHMIN/100, RHMAX = RHMAX/100, RHAVG = RHAVG/100) %>% select(date, TMINcs28=TMIN, TMAXcs28=TMAX, TAVGcs28=TAVG, RHMINcs28=RHMIN, RHMAXcs28=RHMAX, RHcs28=RHAVG, WINDcs28=WIND, WDIRcs28=W_DIR)
combinedcwtclimate <- combinedcwtclimate %>% left_join(cwtcs21_selected, by = c("date"))
combinedcwtclimate <- combinedcwtclimate %>% left_join(cwtcs28_selected, by = c("date"))
combinedcwtclimate## # A tibble: 29,066 x 22
## date YEAR MONTH DAY RRG12 RRG20 TMINcs21 TMAXcs21 TAVGcs21
## <date> <int> <int> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1942-06-04 1942 6 4 1.27e-3 NA NA NA NA
## 2 1942-06-05 1942 6 5 2.54e-4 NA NA NA NA
## 3 1942-06-06 NA NA NA NA NA NA NA NA
## 4 1942-06-07 1942 6 7 9.40e-3 NA NA NA NA
## 5 1942-06-08 1942 6 8 9.40e-3 NA NA NA NA
## 6 1942-06-09 1942 6 9 1.09e-2 NA NA NA NA
## 7 1942-06-10 1942 6 10 4.19e-2 NA NA NA NA
## 8 1942-06-11 1942 6 11 8.89e-3 NA NA NA NA
## 9 1942-06-12 1942 6 12 6.60e-3 NA NA NA NA
## 10 1942-06-13 1942 6 13 5.08e-4 NA NA NA NA
## # ... with 29,056 more rows, and 13 more variables: RHMINcs21 <dbl>,
## # RHMAXcs21 <dbl>, RHcs21 <dbl>, WINDcs21 <dbl>, WDIRcs21 <dbl>,
## # TMINcs28 <dbl>, TMAXcs28 <dbl>, TAVGcs28 <dbl>, RHMINcs28 <dbl>,
## # RHMAXcs28 <dbl>, RHcs28 <dbl>, WINDcs28 <dbl>, WDIRcs28 <dbl>first_valid_index<- combinedcwtclimate %>% dplyr::mutate(row_num = row_number()) %>% filter(!is.na(RRG12)& !is.na(RRG20)& !is.na(TMINcs21)& !is.na(TMINcs28) ) %>% slice(1) %>% pull(row_num)
last_valid_index<- combinedcwtclimate %>% dplyr::mutate(row_num = row_number()) %>% filter(!is.na(RRG12)& !is.na(RRG20)& !is.na(TMINcs21)& !is.na(TMINcs28) ) %>% slice(n()) %>% pull(row_num)
first_valid_index## [1] 17382trimmed_cwtclimate <- combinedcwtclimate %>% slice(first_valid_index:last_valid_index)
trimmed_cwtclimate## # A tibble: 10,954 x 22
## date YEAR MONTH DAY RRG12 RRG20 TMINcs21 TMAXcs21 TAVGcs21
## <date> <int> <int> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1990-01-04 1990 1 4 0.0429 0.0325 6.9 11.7 9.71
## 2 1990-01-05 1990 1 5 0.00533 0.00381 5.5 14.3 8.73
## 3 1990-01-06 1990 1 6 0.00686 0.00737 5.5 11.1 7.00
## 4 1990-01-07 1990 1 7 0.0112 0.00991 5 6.8 5.9
## 5 1990-01-08 1990 1 8 0.00584 0.00406 -0.2 13.2 6.46
## 6 1990-01-09 NA NA NA NA NA -3.7 13.4 3.82
## 7 1990-01-10 NA NA NA NA NA 1.6 14.1 7.42
## 8 1990-01-11 NA NA NA NA NA -1.8 18.8 9.07
## 9 1990-01-12 NA NA NA NA NA -4.9 7.5 -0.0417
## 10 1990-01-13 NA NA NA NA NA -7.2 10.1 -0.229
## # ... with 10,944 more rows, and 13 more variables: RHMINcs21 <dbl>,
## # RHMAXcs21 <dbl>, RHcs21 <dbl>, WINDcs21 <dbl>, WDIRcs21 <dbl>,
## # TMINcs28 <dbl>, TMAXcs28 <dbl>, TAVGcs28 <dbl>, RHMINcs28 <dbl>,
## # RHMAXcs28 <dbl>, RHcs28 <dbl>, WINDcs28 <dbl>, WDIRcs28 <dbl>trimmedstartdaterhessys<- paste(year(ymd(trimmed_cwtclimate$date[1])), month(ymd(trimmed_cwtclimate$date[1])), day(ymd(trimmed_cwtclimate$date[1])),"1")
trimmedstartdaterhessys## [1] "1990 1 4 1"trimmed_cwtclimate <- trimmed_cwtclimate %>% select(-YEAR,-MONTH,-DAY)
# Replace NA values according to the specified rules
##NA APPROX is used, zoo package, interpolation
trimmed_cwtclimate <- trimmed_cwtclimate %>%
mutate(
RRG12 = ifelse(is.na(RRG12), 0, RRG12),
RRG20 = ifelse(is.na(RRG20), 0, RRG20),
TMINcs21 = ifelse(is.na(TMINcs21),TAVGcs21,TMINcs21),
TMINcs28 = ifelse(is.na(TMINcs28),TAVGcs28,TMINcs28),
TMINcs21 = na.approx(TMINcs21),
TMAXcs21 = na.approx(TMAXcs21),
TMINcs28 = na.approx(TMINcs28),
TMAXcs28 = na.approx(TMAXcs28),
TAVGcs21 = na.approx(TAVGcs21),
TAVGcs28 = na.approx(TAVGcs28),
TAVGcs21 = ifelse(TAVGcs21>TMINcs21 & TAVGcs21<TMAXcs21,TAVGcs21,(TMAXcs21+TMINcs21/2)),
TAVGcs28 = ifelse(TAVGcs28>TMINcs28 & TAVGcs28<TMAXcs28,TAVGcs28,(TMAXcs28+TMINcs28/2)),
RHMINcs21= na.approx(RHMINcs21),
RHMINcs28= na.approx(RHMINcs28),
RHMAXcs21= na.approx(RHMAXcs21),
RHMAXcs28= na.approx(RHMAXcs28),
RHcs21 = na.approx(RHcs21),
RHcs28 = na.approx(RHcs28),
WINDcs21 = na.approx(WINDcs21),
WINDcs28 = na.approx(WINDcs28),
WDIRcs21 = na.approx(WDIRcs21),
WDIRcs28 = na.approx(WDIRcs28)
)
# View the resulting dataframe
print(trimmed_cwtclimate)## # A tibble: 10,954 x 19
## date RRG12 RRG20 TMINcs21 TMAXcs21 TAVGcs21 RHMINcs21 RHMAXcs21
## <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 1990-01-04 0.0429 0.0325 6.9 11.7 9.71 0.88 1
## 2 1990-01-05 0.00533 0.00381 5.5 14.3 8.73 0.7 1
## 3 1990-01-06 0.00686 0.00737 5.5 11.1 7.00 0.8 1
## 4 1990-01-07 0.0112 0.00991 5 6.8 5.9 0.91 1
## 5 1990-01-08 0.00584 0.00406 -0.2 13.2 6.46 0.68 1
## 6 1990-01-09 0 0 -3.7 13.4 3.82 0.41 1
## 7 1990-01-10 0 0 1.6 14.1 7.42 0.2 0.74
## 8 1990-01-11 0 0 -1.8 18.8 9.07 0.31 0.73
## 9 1990-01-12 0 0 -4.9 7.5 -0.0417 0.31 0.61
## 10 1990-01-13 0 0 -7.2 10.1 -0.229 0.22 0.6
## # ... with 10,944 more rows, and 11 more variables: RHcs21 <dbl>,
## # WINDcs21 <dbl>, WDIRcs21 <dbl>, TMINcs28 <dbl>, TMAXcs28 <dbl>,
## # TAVGcs28 <dbl>, RHMINcs28 <dbl>, RHMAXcs28 <dbl>, RHcs28 <dbl>,
## # WINDcs28 <dbl>, WDIRcs28 <dbl>rows_with_na <- trimmed_cwtclimate %>%
filter_all(any_vars(is.na(.)))
print(rows_with_na)## # A tibble: 0 x 19
## # ... with 19 variables: date <date>, RRG12 <dbl>, RRG20 <dbl>, TMINcs21 <dbl>,
## # TMAXcs21 <dbl>, TAVGcs21 <dbl>, RHMINcs21 <dbl>, RHMAXcs21 <dbl>,
## # RHcs21 <dbl>, WINDcs21 <dbl>, WDIRcs21 <dbl>, TMINcs28 <dbl>,
## # TMAXcs28 <dbl>, TAVGcs28 <dbl>, RHMINcs28 <dbl>, RHMAXcs28 <dbl>,
## # RHcs28 <dbl>, WINDcs28 <dbl>, WDIRcs28 <dbl>##make sure units are correct
cwtws32localrain<- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RRG12)))
cwtws32localtmin<- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$TMINcs28)))
cwtws32localtmax<- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$TMAXcs28)))
cwtws32localtavg <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$TAVGcs28)))
cwtws32localrhmin <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RHMINcs28)))
cwtws32localrhmax <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RHMAXcs28)))
cwtws32localrhavg <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$RHcs28)))
cwtws32localwind <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$WINDcs28)))
cwtws32localwdir <- data.frame(rbind(trimmedstartdaterhessys, as.data.frame(trimmed_cwtclimate$WDIRcs28)))
write.table(cwtws32localrain, file = "clim/cwtws32local.rain", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localtmin, file = "clim/cwtws32local.tmin", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localtmax, file = "clim/cwtws32local.tmax", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localtavg, file = "clim/cwtws32local.tavg", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localrhmin, file = "clim/cwtws32local.relative_humidity_min", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localrhmax, file = "clim/cwtws32local.relative_humidity_max", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localrhavg, file = "clim/cwtws32local.relativehumidity", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localwind, file = "clim/cwtws32local.wind", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(cwtws32localwdir, file = "clim/cwtws32local.wind_direction", quote = FALSE, row.names = FALSE, col.names = FALSE)Extend Local Datasets
precip <- read.csv('clim/cwtws32local.rain', header = FALSE)
tmin <- read.csv('clim/cwtws32local.tmin', header = FALSE)
tmax <- read.csv('clim/cwtws32local.tmax', header = FALSE)
head(precip)## V1
## 1 1990 1 4 1
## 2 0.042926
## 3 0.005334
## 4 0.006858
## 5 0.011176
## 6 0.005842nrow(precip)-1## [1] 10954substr(precip[1,1],1,nchar(precip[1,1])-2)## [1] "1990 1 4"dt <- as.Date(substr(precip[1,1],1,nchar(precip[1,1])-2), "%Y %m %d")
dt.new<- dt - as.difftime((nrow(precip)-1)*8, units="days")
#remove first value and repeats dataset 9 times
longcwtraindata<- do.call("rbind",replicate(9,as.list((precip[-1,]))))
longcwttmindata<- do.call("rbind",replicate(9,as.list((tmin[-1,]))))
longcwttmaxdata<- do.call("rbind",replicate(9,as.list((tmax[-1,]))))
longcwstartdate<- paste(year(ymd(dt.new)),month(ymd(dt.new)),day(ymd(dt.new)),"1")
longcwtrain<- rbind(longcwstartdate,longcwtraindata)
longcwttmin<- rbind(longcwstartdate,longcwttmindata)
longcwttmax<- rbind(longcwstartdate,longcwttmaxdata)
longcwtrain<- data.frame(longcwtrain)
longcwttmin<- data.frame(longcwttmin)
longcwtmax<- data.frame(longcwttmax)
write.table(longcwtrain, file = "clim/cwtws32extended.rain", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmin, file = "clim/cwtws32extended.tmin", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmax, file = "clim/cwtws32extended.tmax", quote = FALSE, row.names = FALSE, col.names = FALSE)
read_clim("clim/cwtws32extended.rain", dates_out=TRUE)## [1] "1750 01 30 01" "2019 12 31 24"read_clim("clim/cwtws32local.rain", dates_out=TRUE)## [1] "1990 01 04 01" "2019 12 31 24"Create DAYMET Base File
##Quick way to create base file necessary for climate processing
{daymetbasefiletext<- "101 base_station_id
275535 x_coordinate
3879165 y_coordinate
1064 z_coordinate
3.5 effective_lai
5.0 screen_height
clim/cwt_annual annual_climate_prefix
0 number_non_critical_annual_sequences
clim/cwt_monthly monthly_climate_prefix
0 number_non_critical_monthly_sequences
clim/cwtws32daymet daily_climate_prefix
0 number_non_critical_daily_sequences
clim/cwt_hourly hourly_climate_prefix
0 number_non_critical_hourly_sequences
clim/cwt trigger_of_dated_input
0 num_non_critical_sequences
"}
write(daymetbasefiletext,file = "clim/cwtws32daymet.base")Download Daymet Data for Watershed of Interest using daymetr package Currently only creates precip, tmin and tmax files.
Extend DAYMET datasets to allow for longer spinup period Read Daymet Datasets and Replicate 5x times to create a longer period of record for spin up Create base File manually for now
## this may be the source of lag in outputs/measured data
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"precip <- read.csv('clim/cwtws32daymet.rain', header = FALSE)
tmin <- read.csv('clim/cwtws32daymet.tmin', header = FALSE)
tmax <- read.csv('clim/cwtws32daymet.tmax', header = FALSE)
#tavg <- read.csv('clim/cwtws32daymet.tavg', header = FALSE)
#rh <- read.csv('clim/cwtws32daymet.relative_humidity', header = FALSE)
#wind <- read.csv('clim/cwtws32daymet.wind', header = FALSE)
head(precip)## V1
## 1 1980 1 1 1
## 2 0.00427
## 3 0
## 4 0.00866
## 5 0.01468
## 6 0nrow(precip)-1## [1] 15341substr(precip[1,1],1,nchar(precip[1,1])-2)## [1] "1980 1 1"dt <- as.Date(substr(precip[1,1],1,nchar(precip[1,1])-2), "%Y %m %d")
dt.new<- dt - as.difftime((nrow(precip)-1)*5, units="days")
#remove first value and repeats dataset 6 times
longcwtraindata<- do.call("rbind",replicate(6,as.list((precip[-1,]))))
longcwttmindata<- do.call("rbind",replicate(6,as.list((tmin[-1,]))))
longcwttmaxdata<- do.call("rbind",replicate(6,as.list((tmax[-1,]))))
#longcwttavgdata<- do.call("rbind",replicate(6,as.list((tavg[-1,]))))
#longcwtrhdata<- do.call("rbind",replicate(6,as.list((rh[-1,]))))
#longcwtwinddata<- do.call("rbind",replicate(6,as.list((wind[-1,]))))
longcwstartdate<- paste(year(ymd(dt.new)),month(ymd(dt.new)),day(ymd(dt.new)),"1")
longcwtrain<- rbind(longcwstartdate,longcwtraindata)
longcwttmin<- rbind(longcwstartdate,longcwttmindata)
longcwttmax<- rbind(longcwstartdate,longcwttmaxdata)
#longcwttavg<- rbind(longcwstartdate,longcwttavgdata)
#longcwtrh<- rbind(longcwstartdate,longcwtrhdata)
#longcwtwind<- rbind(longcwstartdate,longcwtwinddata)
longcwtrain<- data.frame(longcwtrain)
longcwttmin<- data.frame(longcwttmin)
longcwtmax<- data.frame(longcwttmax)
#longcwttavg<- data.frame(longcwttavg)
#longcwtrh<- data.frame(longcwtrh)
#longcwtwind<- data.frame(longcwtwind)
write.table(longcwtrain, file = "clim/cwtws32daymetextended.rain", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmin, file = "clim/cwtws32daymetextended.tmin", quote = FALSE, row.names = FALSE, col.names = FALSE)
write.table(longcwttmax, file = "clim/cwtws32daymetextended.tmax", quote = FALSE, row.names = FALSE, col.names = FALSE)
#write.table(longcwttavg, file = "clim/cwtws32extended.tavg", quote = FALSE, row.names = FALSE, col.names = FALSE)
#write.table(longcwtrh, file = "clim/cwtws32extended.relative_humidity", quote = FALSE, row.names = FALSE, col.names = FALSE)
#write.table(longcwtwind, file = "clim/cwtws32extended.wind", quote = FALSE, row.names = FALSE, col.names = FALSE)
read_clim("clim/cwtws32extended.rain", dates_out=TRUE)## [1] "1750 01 30 01" "2019 12 31 24"read_clim("clim/cwtws32daymet.rain", dates_out=TRUE)## [1] "1980 01 01 01" "2021 12 31 24"Download and Prepare DEM Code to download DEM originally prepared by Dylan Beaudette
# use watershed polygons for BBOX to request elevation data
x <- read_sf(watershedshapefile)
# buffer to ensure that there are no truncated watersheds
x.buff <- st_as_sf(st_buffer(st_as_sfc(st_bbox(x)), dist = 1000))
# convert to GCS WGS84 -> no transformation / warp will be applied to DEM
x.gcs <- st_transform(x, 4326)
x.buff.gcs <- st_transform(x.buff, 4326)
# requires sf collection (geometry + attributes)
# get DEM in GCS WGS84 and use z = 14 for best available data
e <- get_elev_raster(locations = x.buff.gcs, z = 14, clip = 'bbox')## Mosaicing & Projecting## Clipping DEM to bbox## Note: Elevation units are in meters.res(e)## [1] 3.921794e-05 3.921794e-05# check: OK
{plot(e, main = "DEM, Watershed Outline and Buffer" )
plot(st_geometry(x.buff.gcs), add = TRUE, col = NA, lwd = 2)
plot(st_geometry(x.gcs), add = TRUE, col = NA)}
{plot(e, main = "DEM and selected Watershed")
plot(st_geometry(x.gcs[which(x$WS=='32'),]), add = TRUE, col = NA)}
cropped_dem<- crop(e,st_bbox(x.gcs))
plot(cropped_dem, main = "DEM cropped to Buffer")
plot(st_geometry(x.gcs[which(x$WS=='32'),]), add = TRUE, col = NA)
newproj<- "+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs"
reproje<- projectRaster(from = cropped_dem, crs = newproj, method = 'bilinear')
plot(reproje, main = "Reprojected cropped DEM")
dummydata<- reproje
res(dummydata) <- 10
resampleddem <- resample(reproje, dummydata, method = 'bilinear')
plot(resampleddem, main = "DEM reprojected to 10m Resolution")
{plot(resampleddem, main = "DEM reprojected to 10m Resolution")
plot(st_geometry(x.buff.gcs), add = TRUE, col = NA, lwd = 2)
plot(st_geometry(x.gcs), add = TRUE, col = NA)}
Start Spatial Processing in GRASS8 Code to prepare spatial input files for RHESSYs takes cues from Will Burkes “spatial_input_gen.R” script but is prepared for GRASS8 instead of GRASS7
#gisbase_grass <- ifelse(.Platform$OS.type == "windows", link2GI::paramGRASSw()$gisbase_GRASS[1], link2GI::paramGRASSx()$gisbase_GRASS[1])
## set easting and northing as coordinates of lowest point within boundary basin, set threshold for basin delineation
threshold = 400
easting = NULL
northing = NULL
initGRASS(gisBase = "C:/Program Files/GRASS GIS 8.2",
gisDbase = "C:/Users/Carlos/Documents/grassdata",
location = "Coweeta",
mapset = "PERMANENT",
override = TRUE)## Warning in system(syscmd, intern = intern, ignore.stderr = ignore.stderr, :
## running command 'g.proj.exe -w' had status 884## gisdbase C:/Users/Carlos/Documents/grassdata
## location Coweeta
## mapset PERMANENT
## rows 611
## columns 537
## north 3884060
## south 3877950
## west 273846.7
## east 279216.7
## nsres 10
## ewres 10
## projection +proj=utm +no_defs +zone=17 +a=6378137 +rf=298.257223563
## +towgs84=0.000,0.000,0.000 +type=crs +to_meter=1execGRASS("g.proj", proj4="+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs", flag = "c" )
execGRASS("g.gisenv", flag="n")
execGRASS("g.region", flag=c("p"))
##Convert DEM to Spatrast and then import DEM to GRASS
spatrast_dem10 <- rast(resampleddem)
write_RAST(spatrast_dem10, "grass_dem10", overwrite = TRUE)## SpatRaster read into GRASS using r.in.gdal from memory## The following code is heavily influenced by Will Burkes "spatial_input_gen.R" script
execGRASS("g.region", raster = "grass_dem10", flag=c("p"))
## Import shapefiles (Streams, Weirs, Watersheds, Roads)
## only roads and Watersheds necessary to Run
streams<- vect(streamshapefile)
streams<- project(streams,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(streams, "streams")
weirs<- vect(weirshapefile)
weirs<- project(weirs,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(weirs, "weirs")
watersheds<- vect(watershedshapefile)
wgs84watersheds<- project(watersheds,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(wgs84watersheds, "watersheds")
roads <- vect(roadshapefile)## Warning: [vect] Z coordinates ignoredroads<- project(roads,"+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs")
write_VECT(roads,"roads")
## Check all vectors that have been exported to GRASS
execGRASS("g.list", parameters = list(type = "vector"))
## Generate a depressionless DEM and d-8 flow direction maps from DEM
execGRASS("r.fill.dir", input="grass_dem10", output="dem10f", direction="dir10", flags = c("overwrite") )
## Generate flow accumulation, drainage, and horizon maps
execGRASS("r.watershed", elevation = "dem10f", accumulation = "acc10", drainage = "drain10")
## Generate slope, aspect, wetness index, horizon, and road maps
execGRASS("r.slope.aspect", elevation = "grass_dem10", slope = "slope10", aspect = "aspect10")
execGRASS("r.topidx", input = "grass_dem10", output = "topidx10")
execGRASS("r.mapcalc", expression = "topidx10_100 = topidx10 * 100", flags = "overwrite")
execGRASS("r.horizon", flags = "d", elevation = "grass_dem10", direction = 0, output = "east")
execGRASS("r.horizon", flags = "d", elevation = "grass_dem10", direction = 180, output = "west")
execGRASS("r.mapcalc", expression = "e_horizon_1000 = sin(east_000) * 1000", flags = "overwrite")
execGRASS("r.mapcalc", expression = "w_horizon_1000 = sin(west_180) * 1000", flags = "overwrite")
## Generate a hillslope and stream map
subbasin_name = paste0("subbasin_th",as.character(threshold))
stream_name = paste0("stream_th",as.character(threshold))
hillslope_name = paste0("hillslope_th",as.character(threshold))
execGRASS("r.watershed", elevation = "dem10f", threshold = threshold, basin = subbasin_name, stream = stream_name, half_basin = hillslope_name)
## Delineate watershed boundary
weirs[12,]## class : SpatVector
## geometry : points
## dimensions : 1, 1 (geometries, attributes)
## extent : 276120.4, 276120.4, 3881339, 3881339 (xmin, xmax, ymin, ymax)
## coord. ref. : +proj=utm +zone=17 +datum=WGS84 +units=m +no_defs
## names : id
## type : <int>
## values : 12easting = 276122.49
northing = 3881345.46
execGRASS("g.region", raster = "grass_dem10", flag=c("p"))
execGRASS("r.water.outlet", input ="drain10", output="basin_ws32",coordinates = c(easting, northing), flags = "overwrite")
## Mask Data
# execGRASS("r.mask", input = "basin_ws32", maskcats = 1)
execGRASS("r.info",map = "basin_ws32")
execGRASS("r.info",map = "grass_dem10")
## Generate Patch Maps
execGRASS("r.mapcalc", expression = "patch = row() * 537 + col()", flags = "overwrite")
## Create Road Maps
execGRASS("v.to.rast", input="roads" ,output="roads", use="cat", label_column="ROADNAME", flags = "overwrite")
execGRASS("r.mapcalc", expression = "roads = roads > 0", flags = "overwrite")
execGRASS("r.null", map = "roads", null= 0)
## Check all rasters that have been exported to or created in GRASS
execGRASS("g.list", parameters = list(type = "raster"))
## Export Prepared Maps from GRASS to R
filleddem <- read_RAST("dem10f")
##Export maps back into R or export directly from GRASS to disk
grass_acc10 <- read_RAST("acc10")
grass_aspect10 <- read_RAST("aspect10")
grass_basin_ws32 <- read_RAST("basin_ws32")
grass_dem10 <- read_RAST("grass_dem10")
grass_dem10f <- read_RAST("dem10f")
grass_dir10 <- read_RAST("dir10")
grass_drain10 <- read_RAST("drain10")
grass_e_horizon_1000 <- read_RAST("e_horizon_1000")
grass_hillslope_th1000 <- read_RAST("hillslope_th1000")
#grass_patch <- read_RAST("patch")
grass_slope10 <- read_RAST("slope10")
grass_stream_th1000 <- read_RAST("stream_th1000")
grass_topidx10 <- read_RAST("topidx10")
grass_topidx10_100 <- read_RAST("topidx10_100")
grass_w_horizon_1000 <- read_RAST("w_horizon_1000")
grass_east_000 <- read_RAST("east_000")
grass_west_180 <- read_RAST("west_180")
grass_subbasin_th1000 <- read_RAST("subbasin_th1000")
execGRASS("r.out.gdal", input = "acc10", output = "grassexport/cwt/acc10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "aspect10", output = "grassexport/cwt/aspect10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "basin_ws32", output = "grassexport/cwt/basin_ws32.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "grass_dem10", output = "grassexport/cwt/grass_dem10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "dem10f", output = "grassexport/cwt/dem10f.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "dir10", output = "grassexport/cwt/dir10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "drain10", output = "grassexport/cwt/drain10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "e_horizon_1000", output = "grassexport/cwt/e_horizon_1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "hillslope_th1000", output = "grassexport/cwt/hillslope_th1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "patch", output = "grassexport/cwt/patch.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "slope10", output = "grassexport/cwt/slope10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "stream_th1000", output = "grassexport/cwt/stream_th1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "topidx10", output = "grassexport/cwt/topidx10.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "topidx10_100", output = "grassexport/cwt/topidx10_100.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "w_horizon_1000", output = "grassexport/cwt/w_horizon_1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "east_000", output = "grassexport/cwt/east_000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "west_180", output = "grassexport/cwt/west_180.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "subbasin_th1000", output = "grassexport/cwt/subbasin_th1000.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "roads", output = "grassexport/cwt/roads.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "stream_th1500", output = "grassexport/cwt/stream_th1500.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "stream_th500", output = "grassexport/cwt/stream_th500.tif", format = "GTiff", flags = "overwrite")
execGRASS("r.out.gdal", input = "stream_th400", output = "grassexport/cwt/stream_th400.tif", format = "GTiff", flags = "overwrite")Crop Maps that were prepared in GRASS. Maps are cropped R because MASK command is not functioning properly for GRASS via R. Original input maps are been cropped before processing worldfile and flowtable in R, without cropping the RHESSYs worldfile and flowtable preparation in the R environment will not function properly,
ws32<- raster("grassexport/cwt/basin_ws32.tif")
acc10<- raster("grassexport/cwt/acc10.tif")
patches<- raster("grassexport/cwt/patch.tif")
aspect10<- raster("grassexport/cwt/aspect10.tif")
dem10<- raster("grassexport/cwt/grass_dem10.tif")
dem10f<- raster("grassexport/cwt/dem10f.tif")
dir10<- raster("grassexport/cwt/dir10.tif")
drain10<- raster("grassexport/cwt/drain10.tif")
hillslope<- raster("grassexport/cwt/hillslope_th1000.tif")
roads<- brick("grassexport/cwt/roads.tif")
slope10<- raster("grassexport/cwt/slope10.tif")
streams<- raster("grassexport/cwt/stream_th1000.tif")
topidx10_100<- raster("grassexport/cwt/topidx10_100.tif")
e_horizon_1000 <- raster("grassexport/cwt/e_horizon_1000.tif")
w_horizon_1000 <- raster("grassexport/cwt/w_horizon_1000.tif")
subbasins<- raster("grassexport/cwt/subbasin_th1000.tif")
ws32polygon<- rasterToPolygons(ws32, fun = function(x){x==1}, dissolve = TRUE, digits = 12)## Loading required namespace: rgeosmaskedws32 <- crop(mask(ws32,ws32polygon),ws32polygon)
maskedacc10 <- crop(mask(acc10,ws32polygon),ws32polygon)
maskedpatches <- crop(mask(patches,ws32polygon),ws32polygon)
maskedaspect10 <- crop(mask(aspect10,ws32polygon),ws32polygon)
maskeddem10 <- crop(mask(dem10,ws32polygon),ws32polygon)
maskeddem10f <- crop(mask(dem10f,ws32polygon),ws32polygon)
maskeddir10 <- crop(mask(dir10,ws32polygon),ws32polygon)
maskeddrain10 <- crop(mask(drain10,ws32polygon),ws32polygon)
maskedhillslope <- crop(mask(hillslope,ws32polygon),ws32polygon)
maskedroads <- crop(mask(roads,ws32polygon),ws32polygon)
maskedslope10 <- crop(mask(slope10,ws32polygon),ws32polygon)
maskedstreams <- crop(mask(streams,ws32polygon),ws32polygon)
maskedtopidx10_100 <- crop(mask(topidx10_100,ws32polygon),ws32polygon)
maskede_horizon_1000 <- crop(mask(e_horizon_1000,ws32polygon),ws32polygon)
maskedw_horizon_1000 <- crop(mask(w_horizon_1000,ws32polygon),ws32polygon)
maskedsubbasins<- crop(mask(subbasins,ws32polygon),ws32polygon)
## Save as tif
writeRaster(maskedws32,"grassexport/cwt_ws32/basin_ws32",format = "GTiff", overwrite = TRUE)
writeRaster(maskedacc10,"grassexport/cwt_ws32/acc10",format = "GTiff", overwrite = TRUE)
writeRaster(maskedpatches,"grassexport/cwt_ws32/patch",format = "GTiff", overwrite = TRUE)
writeRaster(maskedaspect10,"grassexport/cwt_ws32/aspect10",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddem10,"grassexport/cwt_ws32/dem10",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddem10f,"grassexport/cwt_ws32/dem10f",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddir10,"grassexport/cwt_ws32/dir10",format = "GTiff", overwrite = TRUE)
writeRaster(maskeddrain10,"grassexport/cwt_ws32/drain10",format = "GTiff", overwrite = TRUE)
writeRaster(maskedhillslope,"grassexport/cwt_ws32/hillslope",format = "GTiff", overwrite = TRUE)
writeRaster(maskedroads,"grassexport/cwt_ws32/roads",format = "GTiff", overwrite = TRUE)
writeRaster(maskedslope10,"grassexport/cwt_ws32/slope10",format = "GTiff", overwrite = TRUE)
writeRaster(maskedstreams,"grassexport/cwt_ws32/streams",format = "GTiff", overwrite = TRUE)
writeRaster(maskedtopidx10_100,"grassexport/cwt_ws32/topidx10_100",format = "GTiff", overwrite = TRUE)
writeRaster(maskede_horizon_1000,"grassexport/cwt_ws32/e_horizon_1000",format = "GTiff", overwrite = TRUE)
writeRaster(maskedw_horizon_1000,"grassexport/cwt_ws32/w_horizon_1000",format = "GTiff", overwrite = TRUE)
writeRaster(maskedsubbasins,"grassexport/cwt_ws32/subbasins",format = "GTiff", overwrite = TRUE)
plot(maskedws32, main ="ws32")
plot(maskedpatches, main = "patches")
plot(maskedacc10, main = "acc10")
plot(maskedaspect10, main = "aspect10")
plot(maskedsubbasins, main = "subbasins")
plot(maskeddem10, main = "dem10")
plot(maskeddem10f, main = "dem10f")
plot(maskeddir10, main = "dir10")
plot(maskeddrain10, main = "drain10")
plot(maskedhillslope, main = "hillslope")
plot(maskedroads, main = "roads")
plot(maskedslope10, main = "slope10")
plot(maskedstreams, main = "streams")
plot(maskedtopidx10_100, main = "topidx10_100")
plot(maskede_horizon_1000, main = "e_horizon_1000")
plot(maskedw_horizon_1000, main = "w_horizon_1000")
Prepare SSURGO Soil Maps SSURGO-via-SDA Code originally prepared by Dylan Beaudette Download SSURGO data and make sure CRS/Extent/Crop are Correct for input into RHESSys
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"setwd(system.file("extdata/", package = "RHESSysIOinR"))
# load BBOX
x <- read_sf(watershedshapefile)
# get gSSURGO grid here
mu <- mukey.wcs(aoi = x, db = 'gssurgo')
# unique map unit keys
ll <- levels(mu)[[1]]
# note SSA boundary
levelplot(mu, att = 'ID', margin = FALSE, colorkey = FALSE, col.regions = viridis, main = "SSURGO Map Units")
## Note: some of these map units are dominated by non-soil components
# Dominant Component (Numeric) -> NODATA
# Weighted Average -> use any available data, but wt. mean are diluted (see source data)
# get thematic data from SDA
# dominant component
# depth-weighted average
# sand, silt, clay, AWC (RV)
p <- get_SDA_property(property = c("sandtotal_r","silttotal_r","claytotal_r", "awc_r", "ksat_r"),
method = "Weighted Average",
mukeys = ll$ID,
top_depth = 0,
bottom_depth = 200)
head(p)## areasymbol musym
## 1 NC113 BuD
## 2 NC113 BuF
## 3 NC113 CaF
## 4 NC113 CdD
## 5 NC113 CdE
## 6 NC113 CdF
## muname
## 1 Burton-Craggey-Rock outcrop complex, windswept, 15 to 30 percent slopes, stony
## 2 Burton-Craggey-Rock outcrop complex, windswept, 30 to 95 percent slopes, stony
## 3 Cashiers gravelly fine sandy loam, 50 to 95 percent slopes
## 4 Chandler gravelly fine sandy loam, 15 to 30 percent slopes
## 5 Chandler gravelly fine sandy loam, 30 to 50 percent slopes
## 6 Chandler gravelly fine sandy loam, 50 to 95 percent slopes
## mukey sandtotal_r silttotal_r claytotal_r awc_r ksat_r
## 1 545800 66.36 19.50 14.14 0.05 9.78
## 2 545801 66.41 19.28 14.32 0.05 9.58
## 3 545803 66.82 21.68 11.50 0.14 28.00
## 4 545805 46.74 41.76 11.50 0.13 28.00
## 5 545806 46.74 41.76 11.50 0.13 28.00
## 6 545807 46.74 41.76 11.50 0.13 28.00# re-create raster attribute table with aggregate soil properties
rat <- merge(ll, p, by.x = 'ID', by.y = 'mukey', sort = FALSE, all.x = TRUE)
# re-pack RAT
levels(mu) <- rat
# convert raster + RAT --> stack of values
s <- deratify(mu, att = c("sandtotal_r", "silttotal_r", "claytotal_r", "awc_r", "ksat_r"))
# graphical check
levelplot(
s[[1:3]],
main = 'Sand, Silt, Clay (RV) 0-200cm\nWeighted Average',
margin = FALSE,
scales = list(draw = FALSE),
col.regions = viridis
)
levelplot(
s[[4]],
main = 'AWC (RV) 0-200cm\nWeighted Average',
margin = FALSE,
scales = list(draw = FALSE),
col.regions = viridis
)
levelplot(
s[[5]],
main = 'ksat (RV) 0-200cm\nWeighted Average',
margin = FALSE,
scales = list(draw = FALSE),
col.regions = viridis
)
# convert to a representative soil texture class
txt.lut <- read.csv('http://soilmap2-1.lawr.ucdavis.edu/800m_grids/RAT/texture_2550.csv')
# make a copy
texture_060 <- s[[1]]
# note: soil textures that aren't present are dropped from factor levels
texture_060[] <- ssc_to_texcl(sand = s$sandtotal_r[], clay = s$claytotal_r[])
# extract RAT
rat <- levels(texture_060)[[1]]
# add colors
rat <- merge(rat, txt.lut, by.x = 'VALUE', by.y = 'class', all.x = TRUE, sort = FALSE)
# fix column order
rat <- rat[, c('ID', 'VALUE', 'hex', 'names')]
# re-pack
levels(texture_060) <- rat
# check: ok
cols <- levels(texture_060)[[1]]$hex
levelplot(texture_060, att = 'names', margin = FALSE, col.regions = cols, main = "Soil Textures") 
writeRaster(texture_060, file = 'C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/soiltexture060.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))
texture60raster<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/soiltexture060.tif")
### this has been modified to use new SSURGO Inputs with deep-shallow depth classes
texture60raster<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/ssurgo-soiltype-class.tif")
## reproject to raster mask instead
ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
newproj<- "+proj=utm +zone=17 +datum=WGS84 +units=m +no_defs"
reproj60 <- projectRaster(from = texture60raster, crs = proj4string(ws32), method = 'ngb')
plot(texture60raster, zlim = c(1,5), main = "Texture Raster with modified Depth Classes")
{plot(reproj60, zlim = c(1,5), main = "Reprojected Texture Raster with modified Depth Classes and Watersheds")
plot(st_geometry(x), add = TRUE, col = NA)}
## prepare 10m resolution raster and resample prepared soil data to 10m
resample10<- raster(resolution=c(10,10), crs = proj4string(reproj60), ext=extent(reproj60))
reproj6010 <- resample(reproj60,resample10, method = 'ngb')
{plot(reproj6010, zlim = c(1,5), main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Watersheds")
plot(st_geometry(x), add = TRUE, col = NA)}
## Crop prepared raster to extent of watershed of interest
## croppedtexture60 <- crop(reproj6010,extent(x[which(x$WS=='32'),]))
#for now cropping is completed based on delineated watershed extent from raster instead of watershed extent from watershed polygons
croppedtexture60 <- crop(reproj6010,extent(ws32))
# croppedtexture60 <- projectRaster(from = croppedtexture60, crs = newproj, method = 'ngb')
## Mask prepared raster using watershed polygon
#masked60 <- mask(croppedtexture60,x[which(x$WS=='32'),])
## for now masking is completed based on delineated watershed extent from raster instead of watershed extent from watershed polygons
ws32polygon<- rasterToPolygons(ws32, fun = function(x){x==1}, dissolve = TRUE, digits = 12)
extent(croppedtexture60)<- extent(ws32)
{plot(reproj6010, zlim = c(1,5), main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Selected Watershed")
plot(ws32polygon, add = TRUE, col = NA)}
masked60 <- mask(croppedtexture60,ws32polygon)
plot(masked60, zlim = c(1,5), main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Masked Selected Watershed")
plot(x[which(x$WS=='32'),])
plot(st_geometry(x[which(x$WS=='32'),]))
{plot(reproj60, zlim = c(1,5))
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}
{plot(as.factor(croppedtexture60), zlim = c(1,5))
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}
{plot(as.factor(masked60), zlim = c(1,5))
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}
{plot(masked60, zlim = c(1,5), main = "Polygon Delineation")
plot(st_geometry(x[which(x$WS=='32'),]), add = TRUE, col = NA)}
{plot(masked60, zlim = c(1,5), main = "Watershed Delineation")
plot(ws32polygon, add = TRUE, col = NA)}
Prepare textural classes from sand and clay totals
mapunittable<- levels(mu)[[1]]
mapunittable## ID areasymbol musym
## 1 545800 NC113 BuD
## 2 545801 NC113 BuF
## 3 545803 NC113 CaF
## 4 545805 NC113 CdD
## 5 545806 NC113 CdE
## 6 545807 NC113 CdF
## 7 545811 NC113 CnD
## 8 545812 NC113 CnE
## 9 545813 NC113 CpD
## 10 545814 NC113 CpE
## 11 545815 NC113 CpF
## 12 545816 NC113 CsD
## 13 545817 NC113 CsE
## 14 545818 NC113 CuD
## 15 545819 NC113 CuE
## 16 545820 NC113 CuF
## 17 545821 NC113 DgB
## 18 545829 NC113 EdD
## 19 545830 NC113 EdE
## 20 545831 NC113 EdF
## 21 545835 NC113 EvC
## 22 545836 NC113 EvD
## 23 545837 NC113 EvE
## 24 545838 NC113 EvF
## 25 545842 NC113 FaD
## 26 545843 NC113 FaE
## 27 545849 NC113 NkA
## 28 545852 NC113 PwD
## 29 545853 NC113 PwE
## 30 545854 NC113 PwF
## 31 545855 NC113 ReA
## 32 545857 NC113 RkF
## 33 545859 NC113 SbC
## 34 545860 NC113 SbD
## 35 545861 NC113 SbE
## 36 545862 NC113 ScB
## 37 545863 NC113 ScC
## 38 545872 NC113 SyA
## 39 545874 NC113 TrE
## 40 545875 NC113 TrF
## 41 545876 NC113 TsC
## 42 545878 NC113 TwC
## 43 545882 NC113 UfB
## 44 545885 NC113 WeC
## 45 545886 NC113 WeD
## 46 545887 NC113 WeE
## muname
## 1 Burton-Craggey-Rock outcrop complex, windswept, 15 to 30 percent slopes, stony
## 2 Burton-Craggey-Rock outcrop complex, windswept, 30 to 95 percent slopes, stony
## 3 Cashiers gravelly fine sandy loam, 50 to 95 percent slopes
## 4 Chandler gravelly fine sandy loam, 15 to 30 percent slopes
## 5 Chandler gravelly fine sandy loam, 30 to 50 percent slopes
## 6 Chandler gravelly fine sandy loam, 50 to 95 percent slopes
## 7 Chestnut-Edneyville complex, windswept, 15 to 30 percent slopes, stony
## 8 Chestnut-Edneyville complex, windswept, 30 to 50 percent slopes, stony
## 9 Cleveland-Chestnut-Rock outcrop complex, windswept, 15 to 30 percent slopes
## 10 Cleveland-Chestnut-Rock outcrop complex, windswept, 30 to 50 percent slopes
## 11 Cleveland-Chestnut-Rock outcrop complex, windswept, 50 to 95 percent slopes
## 12 Cullasaja very cobbly fine sandy loam, 15 to 30 percent slopes, extremely bouldery
## 13 Cullasaja very cobbly fine sandy loam, 30 to 50 percent slopes, extremely bouldery
## 14 Cullasaja-Tuckasegee complex, 15 to 30 percent slopes, stony
## 15 Cullasaja-Tuckasegee complex, 30 to 50 percent slopes, stony
## 16 Cullasaja-Tuckasegee complex, 50 to 95 percent slopes, stony
## 17 Dellwood gravelly fine sandy loam, 0 to 5 percent slopes, frequently flooded
## 18 Edneyville-Chestnut complex, high precipitation, 15 to 30 percent slopes, stony
## 19 Edneyville-Chestnut complex, high precipitation, 30 to 50 percent slopes, stony
## 20 Edneyville-Chestnut complex, high precipitation, 50 to 95 percent slopes, stony
## 21 Evard-Cowee complex, 8 to 15 percent slopes
## 22 Evard-Cowee complex, 15 to 30 percent slopes
## 23 Evard-Cowee complex, 30 to 50 percent slopes
## 24 Evard-Cowee complex, 50 to 95 percent slopes, stony
## 25 Fannin fine sandy loam, 15 to 30 percent slopes
## 26 Fannin fine sandy loam, 30 to 50 percent slopes
## 27 Nikwasi fine sandy loam, 0 to 2 percent slopes, frequently flooded
## 28 Plott fine sandy loam, high precipitation, 15 to 30 percent slopes, stony
## 29 Plott fine sandy loam, high precipitation, 30 to 50 percent slopes, stony
## 30 Plott fine sandy loam, high precipitation, 50 to 95 percent slopes, stony
## 31 Reddies fine sandy loam, 0 to 3 percent slopes, frequently flooded
## 32 Rock outcrop-Cleveland complex, 30 to 95 percent slopes
## 33 Saunook gravelly loam, 8 to 15 percent slopes, stony
## 34 Saunook gravelly loam, 15 to 30 percent slopes, stony
## 35 Saunook gravelly loam, 30 to 50 percent slopes, stony
## 36 Saunook loam, 2 to 8 percent slopes
## 37 Saunook loam, 8 to 15 percent slopes
## 38 Sylva-Whiteside complex, 0 to 3 percent slopes
## 39 Trimont gravelly loam, 30 to 50 percent slopes, stony
## 40 Trimont gravelly loam, 50 to 95 percent slopes, stony
## 41 Tuckasegee-Cullasaja complex, 8 to 15 percent slopes, stony
## 42 Tuckasegee-Whiteside complex, 8 to 15 percent slopes
## 43 Udorthents-Urban land complex, 0 to 5 percent slopes, rarely flooded
## 44 Wayah sandy loam, windswept, 8 to 15 percent slopes, stony
## 45 Wayah sandy loam, windswept, 15 to 30 percent slopes, stony
## 46 Wayah sandy loam, windswept, 30 to 50 percent slopes, stony
## sandtotal_r silttotal_r claytotal_r awc_r ksat_r
## 1 66.36 19.50 14.14 0.05 9.78
## 2 66.41 19.28 14.32 0.05 9.58
## 3 66.82 21.68 11.50 0.14 28.00
## 4 46.74 41.76 11.50 0.13 28.00
## 5 46.74 41.76 11.50 0.13 28.00
## 6 46.74 41.76 11.50 0.13 28.00
## 7 69.05 17.10 13.85 0.08 21.59
## 8 69.05 17.10 13.85 0.08 21.59
## 9 60.06 26.16 13.77 0.04 10.98
## 10 59.55 26.72 13.72 0.03 10.67
## 11 70.27 16.46 13.26 0.03 9.01
## 12 76.45 12.06 11.50 0.07 28.00
## 13 76.45 12.06 11.50 0.07 28.00
## 14 71.49 13.90 15.61 0.10 28.28
## 15 69.84 14.12 16.04 0.10 28.00
## 16 71.49 13.90 15.61 0.10 28.28
## 17 89.08 7.46 3.46 0.05 85.60
## 18 58.27 27.90 14.83 0.11 23.85
## 19 58.00 27.36 14.64 0.11 19.96
## 20 58.43 26.99 14.58 0.11 20.24
## 21 59.06 21.10 19.85 0.10 9.72
## 22 53.60 25.56 21.84 0.11 9.06
## 23 53.60 25.92 20.48 0.11 9.79
## 24 52.61 26.75 21.64 0.11 9.84
## 25 64.39 18.59 17.01 0.11 10.71
## 26 56.85 24.79 18.36 0.11 10.71
## 27 83.81 11.33 5.86 0.08 71.59
## 28 60.18 28.11 11.71 0.12 21.27
## 29 60.18 28.11 11.71 0.12 21.27
## 30 60.18 28.11 11.71 0.12 21.27
## 31 86.26 7.94 5.81 0.07 70.88
## 32 67.40 19.60 13.00 0.02 5.06
## 33 50.50 30.93 18.58 0.11 11.38
## 34 50.50 30.93 18.58 0.11 11.38
## 35 55.30 27.10 17.60 0.11 22.02
## 36 50.50 30.93 18.58 0.11 11.38
## 37 50.50 30.93 18.58 0.11 11.38
## 38 60.52 24.99 14.49 0.17 22.88
## 39 60.47 19.84 19.69 0.14 11.19
## 40 60.47 19.84 19.69 0.14 11.19
## 41 67.93 15.72 17.35 0.11 28.28
## 42 60.01 21.80 19.19 0.15 24.42
## 43 45.30 43.20 11.50 0.13 28.00
## 44 74.45 15.38 10.18 0.10 28.00
## 45 74.45 15.38 10.18 0.10 28.00
## 46 74.45 15.38 10.18 0.10 28.00mapunittable$textclass<- ssc_to_texcl(sand = mapunittable$sandtotal_r, clay = mapunittable$claytotal_r)
mapunittable## ID areasymbol musym
## 1 545800 NC113 BuD
## 2 545801 NC113 BuF
## 3 545803 NC113 CaF
## 4 545805 NC113 CdD
## 5 545806 NC113 CdE
## 6 545807 NC113 CdF
## 7 545811 NC113 CnD
## 8 545812 NC113 CnE
## 9 545813 NC113 CpD
## 10 545814 NC113 CpE
## 11 545815 NC113 CpF
## 12 545816 NC113 CsD
## 13 545817 NC113 CsE
## 14 545818 NC113 CuD
## 15 545819 NC113 CuE
## 16 545820 NC113 CuF
## 17 545821 NC113 DgB
## 18 545829 NC113 EdD
## 19 545830 NC113 EdE
## 20 545831 NC113 EdF
## 21 545835 NC113 EvC
## 22 545836 NC113 EvD
## 23 545837 NC113 EvE
## 24 545838 NC113 EvF
## 25 545842 NC113 FaD
## 26 545843 NC113 FaE
## 27 545849 NC113 NkA
## 28 545852 NC113 PwD
## 29 545853 NC113 PwE
## 30 545854 NC113 PwF
## 31 545855 NC113 ReA
## 32 545857 NC113 RkF
## 33 545859 NC113 SbC
## 34 545860 NC113 SbD
## 35 545861 NC113 SbE
## 36 545862 NC113 ScB
## 37 545863 NC113 ScC
## 38 545872 NC113 SyA
## 39 545874 NC113 TrE
## 40 545875 NC113 TrF
## 41 545876 NC113 TsC
## 42 545878 NC113 TwC
## 43 545882 NC113 UfB
## 44 545885 NC113 WeC
## 45 545886 NC113 WeD
## 46 545887 NC113 WeE
## muname
## 1 Burton-Craggey-Rock outcrop complex, windswept, 15 to 30 percent slopes, stony
## 2 Burton-Craggey-Rock outcrop complex, windswept, 30 to 95 percent slopes, stony
## 3 Cashiers gravelly fine sandy loam, 50 to 95 percent slopes
## 4 Chandler gravelly fine sandy loam, 15 to 30 percent slopes
## 5 Chandler gravelly fine sandy loam, 30 to 50 percent slopes
## 6 Chandler gravelly fine sandy loam, 50 to 95 percent slopes
## 7 Chestnut-Edneyville complex, windswept, 15 to 30 percent slopes, stony
## 8 Chestnut-Edneyville complex, windswept, 30 to 50 percent slopes, stony
## 9 Cleveland-Chestnut-Rock outcrop complex, windswept, 15 to 30 percent slopes
## 10 Cleveland-Chestnut-Rock outcrop complex, windswept, 30 to 50 percent slopes
## 11 Cleveland-Chestnut-Rock outcrop complex, windswept, 50 to 95 percent slopes
## 12 Cullasaja very cobbly fine sandy loam, 15 to 30 percent slopes, extremely bouldery
## 13 Cullasaja very cobbly fine sandy loam, 30 to 50 percent slopes, extremely bouldery
## 14 Cullasaja-Tuckasegee complex, 15 to 30 percent slopes, stony
## 15 Cullasaja-Tuckasegee complex, 30 to 50 percent slopes, stony
## 16 Cullasaja-Tuckasegee complex, 50 to 95 percent slopes, stony
## 17 Dellwood gravelly fine sandy loam, 0 to 5 percent slopes, frequently flooded
## 18 Edneyville-Chestnut complex, high precipitation, 15 to 30 percent slopes, stony
## 19 Edneyville-Chestnut complex, high precipitation, 30 to 50 percent slopes, stony
## 20 Edneyville-Chestnut complex, high precipitation, 50 to 95 percent slopes, stony
## 21 Evard-Cowee complex, 8 to 15 percent slopes
## 22 Evard-Cowee complex, 15 to 30 percent slopes
## 23 Evard-Cowee complex, 30 to 50 percent slopes
## 24 Evard-Cowee complex, 50 to 95 percent slopes, stony
## 25 Fannin fine sandy loam, 15 to 30 percent slopes
## 26 Fannin fine sandy loam, 30 to 50 percent slopes
## 27 Nikwasi fine sandy loam, 0 to 2 percent slopes, frequently flooded
## 28 Plott fine sandy loam, high precipitation, 15 to 30 percent slopes, stony
## 29 Plott fine sandy loam, high precipitation, 30 to 50 percent slopes, stony
## 30 Plott fine sandy loam, high precipitation, 50 to 95 percent slopes, stony
## 31 Reddies fine sandy loam, 0 to 3 percent slopes, frequently flooded
## 32 Rock outcrop-Cleveland complex, 30 to 95 percent slopes
## 33 Saunook gravelly loam, 8 to 15 percent slopes, stony
## 34 Saunook gravelly loam, 15 to 30 percent slopes, stony
## 35 Saunook gravelly loam, 30 to 50 percent slopes, stony
## 36 Saunook loam, 2 to 8 percent slopes
## 37 Saunook loam, 8 to 15 percent slopes
## 38 Sylva-Whiteside complex, 0 to 3 percent slopes
## 39 Trimont gravelly loam, 30 to 50 percent slopes, stony
## 40 Trimont gravelly loam, 50 to 95 percent slopes, stony
## 41 Tuckasegee-Cullasaja complex, 8 to 15 percent slopes, stony
## 42 Tuckasegee-Whiteside complex, 8 to 15 percent slopes
## 43 Udorthents-Urban land complex, 0 to 5 percent slopes, rarely flooded
## 44 Wayah sandy loam, windswept, 8 to 15 percent slopes, stony
## 45 Wayah sandy loam, windswept, 15 to 30 percent slopes, stony
## 46 Wayah sandy loam, windswept, 30 to 50 percent slopes, stony
## sandtotal_r silttotal_r claytotal_r awc_r ksat_r textclass
## 1 66.36 19.50 14.14 0.05 9.78 sl
## 2 66.41 19.28 14.32 0.05 9.58 sl
## 3 66.82 21.68 11.50 0.14 28.00 sl
## 4 46.74 41.76 11.50 0.13 28.00 l
## 5 46.74 41.76 11.50 0.13 28.00 l
## 6 46.74 41.76 11.50 0.13 28.00 l
## 7 69.05 17.10 13.85 0.08 21.59 sl
## 8 69.05 17.10 13.85 0.08 21.59 sl
## 9 60.06 26.16 13.77 0.04 10.98 sl
## 10 59.55 26.72 13.72 0.03 10.67 sl
## 11 70.27 16.46 13.26 0.03 9.01 sl
## 12 76.45 12.06 11.50 0.07 28.00 sl
## 13 76.45 12.06 11.50 0.07 28.00 sl
## 14 71.49 13.90 15.61 0.10 28.28 sl
## 15 69.84 14.12 16.04 0.10 28.00 sl
## 16 71.49 13.90 15.61 0.10 28.28 sl
## 17 89.08 7.46 3.46 0.05 85.60 s
## 18 58.27 27.90 14.83 0.11 23.85 sl
## 19 58.00 27.36 14.64 0.11 19.96 sl
## 20 58.43 26.99 14.58 0.11 20.24 sl
## 21 59.06 21.10 19.85 0.10 9.72 scl
## 22 53.60 25.56 21.84 0.11 9.06 scl
## 23 53.60 25.92 20.48 0.11 9.79 scl
## 24 52.61 26.75 21.64 0.11 9.84 scl
## 25 64.39 18.59 17.01 0.11 10.71 sl
## 26 56.85 24.79 18.36 0.11 10.71 sl
## 27 83.81 11.33 5.86 0.08 71.59 ls
## 28 60.18 28.11 11.71 0.12 21.27 sl
## 29 60.18 28.11 11.71 0.12 21.27 sl
## 30 60.18 28.11 11.71 0.12 21.27 sl
## 31 86.26 7.94 5.81 0.07 70.88 ls
## 32 67.40 19.60 13.00 0.02 5.06 sl
## 33 50.50 30.93 18.58 0.11 11.38 l
## 34 50.50 30.93 18.58 0.11 11.38 l
## 35 55.30 27.10 17.60 0.11 22.02 sl
## 36 50.50 30.93 18.58 0.11 11.38 l
## 37 50.50 30.93 18.58 0.11 11.38 l
## 38 60.52 24.99 14.49 0.17 22.88 sl
## 39 60.47 19.84 19.69 0.14 11.19 scl
## 40 60.47 19.84 19.69 0.14 11.19 scl
## 41 67.93 15.72 17.35 0.11 28.28 sl
## 42 60.01 21.80 19.19 0.15 24.42 sl
## 43 45.30 43.20 11.50 0.13 28.00 l
## 44 74.45 15.38 10.18 0.10 28.00 sl
## 45 74.45 15.38 10.18 0.10 28.00 sl
## 46 74.45 15.38 10.18 0.10 28.00 slCode Prepared By Dylan Beaudette and modified
setwd(system.file("extdata/", package = "RHESSysIOinR"))
ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
#("grassexport/cwt_ws32/ws32.tif")
# RSS: cell values are map unit keys
r <- raster('Raster soil survey/Coweeta_Final_raster.tif')
## for now, convert to UTM z17
r <- projectRaster(r, ws32, method = 'ngb')
# convert to raster + RAT
r <- ratify(r)
# RAT: raster attribute table
rat <- read.dbf('Raster soil survey/Coweeta_Final_raster.tif.vat.dbf', as.is = TRUE)
names(rat) <- tolower(names(rat))
# musym is the national mu symbol
rss.mu <- st_read('Raster soil survey/rss_nc/rss_nc.gdb', layer = 'mapunit')## Reading layer `mapunit' from data source
## `C:\Users\Carlos\Documents\R\win-library\4.0\RHESSysIOinR\extdata\Raster soil survey\rss_nc\rss_nc.gdb'
## using driver `OpenFileGDB'rss.co <- st_read('Raster soil survey/rss_nc/rss_nc.gdb', layer = 'component')## Reading layer `component' from data source
## `C:\Users\Carlos\Documents\R\win-library\4.0\RHESSysIOinR\extdata\Raster soil survey\rss_nc\rss_nc.gdb'
## using driver `OpenFileGDB'rss.hz <- st_read('Raster soil survey/rss_nc/rss_nc.gdb', layer = 'chorizon')## Reading layer `chorizon' from data source
## `C:\Users\Carlos\Documents\R\win-library\4.0\RHESSysIOinR\extdata\Raster soil survey\rss_nc\rss_nc.gdb'
## using driver `OpenFileGDB'## check for missing symbols
# none missing from RAT
setdiff(rat$MUSYM, rss.mu$musym)## NULL# map unit table contains some extra
setdiff(rss.mu$musym, rat$MUSYM)## [1] "2y9mf" "2y9mh" "2y9mj" "2y9mk" "2y9ml" "2y9mm" "2y9mn" "2y9mp" "2y9mq"
## [10] "2y9mr" "2y9ms" "2y9mt" "2y9mv" "2y9mw" "2y9mx" "2y9mg" "2y9pb" "2y9pc"
## [19] "2y9pd" "2y9p9" "2y9nz" "2y9nl" "2y9nm" "2y9nw" "2y9nx" "2zyxq" "2zyxw"
## [28] "2zyxy" "2zyy5" "2zyxz" "2zyy0" "2zyxx" "2zyxt" "2zyy6" "2y9np" "2y9nt"
## [37] "2y9nv" "2zyxr" "2zyy1" "2zyy2" "2zyy3" "2y9nh" "2y9nj" "2y9nk" "2zyxv"
## [46] "2zyyb" "2zyyc" "2zyyd" "2zyyf" "2y9nn" "2y9p1" "2y9p2" "2y9nq" "2y9nr"
## [55] "2zyy4"## subset child tables
rss.mu <- rss.mu[rss.mu$musym %in% rat$musym, ]
rss.co <- rss.co[rss.co$mukey %in% rss.mu$mukey, ]
rss.hz <- rss.hz[rss.hz$cokey %in% rss.co$cokey, ]
.dominantCondition <- function(i, v) {
i <- i[i$compkind != 'Miscellaneous area', ]
if(nrow(i) < 1) {
return(NULL)
}
fm <- as.formula(sprintf("comppct_r ~ %s", v))
a <- aggregate(fm, data = i, FUN = sum, na.rm = TRUE)
idx <- order(a[['comppct_r']], decreasing = TRUE)[1]
res <- data.frame(
mukey = i$mukey[1],
v = a[[v]][idx]
)
names(res) <- c('mukey', v)
return(res)
}
.dominantValue <- function(i, v) {
i <- i[i$compkind != 'Miscellaneous area', ]
if(nrow(i) < 1) {
return(NULL)
}
idx <- order(i[['comppct_r']], decreasing = TRUE)[1]
res <- data.frame(
mukey = i$mukey[1],
v = i[[v]][idx]
)
names(res) <- c('mukey', v)
return(res)
}
getDominantCondition <- function(x, v) {
res <- lapply(
split(rss.co, rss.co$mukey),
.dominantCondition, v = v
)
res <- do.call('rbind', res)
return(res)
}
getDominantValue <- function(x, v) {
res <- lapply(
split(rss.co.aws050, rss.co.aws050$mukey),
.dominantValue, v = v
)
res <- do.call('rbind', res)
return(res)
}
co.taxpartsize <- getDominantCondition(rss.co, v = 'taxpartsize')
co.spc <- rss.hz
depths(co.spc) <- cokey ~ hzdept_r + hzdepb_r
hzdesgnname(co.spc) <- 'hzname'
# at dZ = 1cm, use awc_r directly
co.spc$aws <- co.spc$awc_r * 1
a <- slab(co.spc, cokey ~ aws, slab.structure = c(0, 50), slab.fun = sum)## Note: aqp::slice() will be deprecated in aqp version 2.0
## --> Please consider using the more efficient aqp::dice()head(a)## variable cokey value top bottom contributing_fraction
## 1 aws 3244721:2807027 2.40 0 50 1
## 2 aws 3244721:2807439 4.02 0 50 1
## 3 aws 3244721:2807442 2.50 0 50 1
## 4 aws 3244721:2807445 3.73 0 50 1
## 5 aws 3244722:2760595 2.40 0 50 1
## 6 aws 3244722:2760596 4.02 0 50 1rss.co.aws050 <- merge(rss.co, a, by = 'cokey', sort = FALSE)[, c('mukey', 'cokey', 'compkind', 'comppct_r', 'value')]
# no NA allowed in wt. mean / etc.
rss.co.aws050 <- rss.co.aws050[!is.na(rss.co.aws050$value), ]
co.aws050 <- getDominantValue(rss.co.aws050, v = 'value')
names(co.aws050) <- c('mukey', 'aws050')
mu.subset <- rss.mu[, c('mukey', 'musym', 'mukind')]
agg <- merge(mu.subset, co.taxpartsize, by = 'mukey', sort = FALSE)
agg <- merge(agg, co.aws050, by = 'mukey', sort = FALSE)
rat <- merge(rat, agg, by = 'musym', sort = FALSE)
# attempt to split out component / series names
rat$co.names <- stri_split_fixed(str = rat$muname, pattern = ',', n = 2, simplify = TRUE)[, 1]
# this only works because all component names are single-word names
rat$co.names <- stri_split_fixed(str = rat$co.names, pattern = ' ', n = 2, simplify = TRUE)[, 1]
# RAT management
ll.original <- levels(r)[[1]]
# merge and pack updated RAT
ll <- merge(ll.original, rat, by.x = 'ID', by.y = 'value', all.x = TRUE, sort = FALSE)
levels(r) <- ll
# convert select attributes to new raster objects via RAT + codes
r.taxpartsize <- deratify(r, att = 'taxpartsize')
plot(r.taxpartsize)
###quick and dirty incorporate new DSM map with two depth classes
r.taxpartsizetest<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt/ws32/rss-soiltype-class.tif")
r.taxpartsize <- projectRaster(r.taxpartsizetest, ws32, method = 'ngb')
ws32polygon<- rasterToPolygons(ws32, fun = function(x){x==1}, dissolve = TRUE, digits = 12)
maskeddsm <- mask(r.taxpartsize,ws32polygon)
plot(maskeddsm, main = "Masked DSM")
Reclassify Soil Maps
Default Texture Values in RHESSys 1 - Clay 2 - Silty Clay 3 - Silty Clay Loam 4 - Sandy Clay 5 - Sandy Clay Loam 6 - Clay Loam 7 - Silt 8 - Silty Loam 9 - Loam 10 - Sand 11 - Loamy Sand 12 - Sandy Loam 13 - Rock 14 - Water
Shallow Files Created and added to defs folder 19 - Shallow Sandy Clay Loam 23 - Shallow Loam 26 - Shallow Sandy Loam
Default Texture Values used by SDA 1 - loamy sand 2 - sandy loam 3 - loam 4 - sandy clay loam 5 - clay loam
Default Texture used by DSM and quick and dirty conversions 1 - loamy > loam 2 - fine-loamy > silty clay loam 3 - coarse-loamy > sandy loam
Current Textural Levels for Coweeta 6 Levels 1 - deep.sl 2- shallow.sl 3- deep.l 4- shallow.l 5- deep.scl 6- shallow.scl
# original before depth class substitution
#reclasssoil<- c(1,11,2,12,3,9,4,5,5,6,6,0,7,0,8,0,9,0,10,0,11,0,12,0,13,0,14,0)
##this has been modified for quick implementation of shallow-deep classes
reclasssoil<- c(1,12,2,26,3,9,4,23,5,5,6,19)
reclasssoilmat<- matrix(reclasssoil, ncol = 2, byrow = TRUE)
reclasssoilmat## [,1] [,2]
## [1,] 1 12
## [2,] 2 26
## [3,] 3 9
## [4,] 4 23
## [5,] 5 5
## [6,] 6 19reclassreproj<- reclassify(masked60, reclasssoilmat)
plot(reclassreproj, main = "SSURGO DC Texture Dual Depth Method", zlim = c(1,24), col = viridis(24))
writeRaster(reclassreproj, file = 'grassexport/cwt_ws32/ssurgosoil.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))
#plot(SoilsMap2, main = "SSURGO USACE Texture Method")
##this has been modified for quick implementation of shallow-deep classes
##original before depth class subsititution
#reclassdsm<- c(1,9,2,3,3,12,4,0,5,0,6,0,7,0,8,0,9,0,10,0,11,0,12,0,13,0,14,0)
#new
reclassdsm<- c(1,12,2,26,3,9,4,23,5,5,6,19)
reclassdsmmat<- matrix(reclassdsm, ncol = 2, byrow = TRUE)
reclassdsmmat## [,1] [,2]
## [1,] 1 12
## [2,] 2 26
## [3,] 3 9
## [4,] 4 23
## [5,] 5 5
## [6,] 6 19reclassmaskeddsm <- reclassify(maskeddsm, reclassdsmmat)
plot(reclassmaskeddsm, main = "DSM DC Texture Dual Depth Method", zlim = c(1,24), col = viridis(24))
writeRaster(reclassmaskeddsm, file = 'grassexport/cwt_ws32/dsmsoil.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))
#plot(maskeddsm)
reclassstatic<- c(1,12,2,12,3,12,4,12,5,12,6,12,7,12,8,12,9,12,10,12,11,12,12,12,13,12,14,12)
reclassstaticmat<- matrix(reclassstatic, ncol = 2, byrow = TRUE)
reclassstaticmat## [,1] [,2]
## [1,] 1 12
## [2,] 2 12
## [3,] 3 12
## [4,] 4 12
## [5,] 5 12
## [6,] 6 12
## [7,] 7 12
## [8,] 8 12
## [9,] 9 12
## [10,] 10 12
## [11,] 11 12
## [12,] 12 12
## [13,] 13 12
## [14,] 14 12reclassmaskedstatic <- reclassify(maskeddsm, reclassstaticmat)
plot(reclassmaskedstatic, main = "Static Loam Texture", zlim = c(1,24), col = viridis(24))
NLCD Land Cover Classification Legend
11 Open Water 12 Perennial Ice/ Snow 21 Developed, Open Space 22 Developed, Low Intensity 23 Developed, Medium Intensity 24 Developed, High Intensity 31 Barren Land (Rock/Sand/Clay) 41 Deciduous Forest 42 Evergreen Forest 43 Mixed Forest 51 Dwarf Scrub 52 Shrub/Scrub 71 Grassland/Herbaceous 72 Sedge/Herbaceous 73 Lichens 74 Moss 81 Pasture/Hay 82 Cultivated Crops 90 Woody Wetlands 95 Emergent Herbaceous Wetlands
- Alaska only
Because default RHESSys definition files are being used we will reclassify some of this land cover classification for our landscape
41 Deciduous Forest <- 3 veg_deciduous 42 Evergreen Forest <- 4 veg_evergreen 43 Mixed Forest <- 4 veg_evergreen
LANDCOVER<- get_nlcd(template = x.buff.gcs, label = 'coweeta', dataset = "landcover")
#CANOPY<- get_nlcd(template = x.buff.gcs, label = 'coweeta', year = 2016, dataset = "canopy")
IMPERVIOUS<- get_nlcd(template = x.buff.gcs, label = 'coweeta', dataset = "impervious")
plot(LANDCOVER, main = "NLCD Landcover")
#plot(CANOPY)
plot(IMPERVIOUS, main = "NLCD Impervious")
LANDCOVERREPROJ <- projectRaster(from = LANDCOVER, crs = proj4string(ws32polygon), method = 'ngb')
#CANOPYREPROJ <- projectRaster(from = CANOPY, crs = proj4string(ws32polygon), method = 'ngb')
IMPERVIOUSREPROJ <- projectRaster(from = IMPERVIOUS, crs = proj4string(ws32polygon), method = 'ngb')
## prepare 10m resolution raster and resample prepared soil data to 10m
resample10<- raster(resolution=c(10,10), crs = proj4string(ws32polygon), ext=extent(ws32polygon))
LANDCOVERREPROJRES <- resample(LANDCOVERREPROJ,resample10, method = 'ngb')
{plot(LANDCOVERREPROJRES, main = "Reprojected and Resampled Texture Raster with modified Depth Classes and Watersheds")
plot(st_geometry(x), add = TRUE, col = NA)}
landcovercrop <- crop(LANDCOVERREPROJRES,ws32polygon)
#canopycrop <- crop(CANOPYREPROJ,ws32polygon)
imperviouscrop <- crop(IMPERVIOUSREPROJ,ws32polygon)
maskedlandcover <- mask(landcovercrop,ws32polygon)
#maskedcanopy <- mask(canopycrop,ws32polygon)
maskedimpervious <- mask(imperviouscrop,ws32polygon)
plot(maskedlandcover, main = "Masked Landcover")
#plot(maskedcanopy)
plot(maskedimpervious, main = "Masked Impervious")
{plot(maskedlandcover, main = "Masked Landcover with WS Polygon")
plot(ws32polygon, add = TRUE, col = NA)}
{plot(maskedimpervious, main = "Masked Impervious with WS Polygon")
plot(ws32polygon, add = TRUE, col = NA, border = "white")}
extent(LANDCOVER)## class : Extent
## xmin : 1128045
## xmax : 1136025
## ymin : 1402515
## ymax : 1411275extent(LANDCOVERREPROJ)## class : Extent
## xmin : 271758.1
## xmax : 281385.9
## ymin : 3875918
## ymax : 3886032extent(maskedlandcover)## class : Extent
## xmin : 275066.7
## xmax : 276126.7
## ymin : 3880940
## ymax : 3881570extent(ws32polygon)## class : Extent
## xmin : 275066.7
## xmax : 276126.7
## ymin : 3880940
## ymax : 3881570reclassveg<- c(11,3,12,3,21,3,22,3,23,3,24,3,31,3,41,3,42,4,43,4,51,3,52,3,71,3,72,3,73,3,74,3,81,3,82,3,90,3,95,3)
reclassvegmat<- matrix(reclassveg, ncol = 2, byrow = TRUE)
reclassvegmat## [,1] [,2]
## [1,] 11 3
## [2,] 12 3
## [3,] 21 3
## [4,] 22 3
## [5,] 23 3
## [6,] 24 3
## [7,] 31 3
## [8,] 41 3
## [9,] 42 4
## [10,] 43 4
## [11,] 51 3
## [12,] 52 3
## [13,] 71 3
## [14,] 72 3
## [15,] 73 3
## [16,] 74 3
## [17,] 81 3
## [18,] 82 3
## [19,] 90 3
## [20,] 95 3reclassmaskedveg <- reclassify(maskedlandcover, reclassvegmat)
plot(reclassmaskedveg, main = "Reclassified Vegetation", zlim = c(1,14), col = viridis(14))
writeRaster(reclassmaskedveg, file = 'grassexport/cwt_ws32/nlcdveg.tif', overwrite = TRUE, options=c("COMPRESS=LZW"))Prescribe vegetation rooting depth
##max root depth seems to be in meters, not clearly defined but inferred from 2021 publication
maxrootdepth = 1
maxrootdepth<- as.data.frame(maxrootdepth)
colnames(maxrootdepth)<-"epc.max_root_depth"
change_def_file("defs/veg_deciduous.def", maxrootdepth, file_name_ext = NULL)## [1] "defs/veg_deciduous/veg_deciduous.def"change_def_file("defs/veg_evergreen.def", maxrootdepth, file_name_ext = NULL)## [1] "defs/veg_evergreen/veg_evergreen.def"LAI data from MODIS
modified from https://cran.r-project.org/web/packages/MODISTools/vignettes/modistools-vignette.html
library(MODISTools)
bands <- mt_bands(product = "MOD15A2H")
head(bands)## band description units
## 1 FparExtra_QC Extra detail Quality for LAI and FPAR class-flag
## 2 FparLai_QC Quality for LAI and FPAR class-flag
## 3 FparStdDev_500m Standard deviation for FPAR percent
## 4 Fpar_500m Fraction of photosynthetically active radiation percent
## 5 LaiStdDev_500m Standard deviation for LAI m^2/m^2
## 6 Lai_500m Leaf area index m^2/m^2
## valid_range fill_value scale_factor add_offset
## 1 0 to 254 255 <NA> <NA>
## 2 0 to 254 255 <NA> <NA>
## 3 0 to 100 255 0.01 0
## 4 0 to 100 255 0.01 0
## 5 0 to 100 255 0.1 0
## 6 0 to 100 255 0.1 0dates <- mt_dates(product = "MOD15A2H", lat = 35 , lon = -83 )
dates## modis_date calendar_date
## 1 A2000049 2000-02-18
## 2 A2000057 2000-02-26
## 3 A2000065 2000-03-05
## 4 A2000073 2000-03-13
## 5 A2000081 2000-03-21
## 6 A2000089 2000-03-29
## 7 A2000097 2000-04-06
## 8 A2000105 2000-04-14
## 9 A2000113 2000-04-22
## 10 A2000121 2000-04-30
## 11 A2000129 2000-05-08
## 12 A2000137 2000-05-16
## 13 A2000145 2000-05-24
## 14 A2000153 2000-06-01
## 15 A2000161 2000-06-09
## 16 A2000169 2000-06-17
## 17 A2000177 2000-06-25
## 18 A2000185 2000-07-03
## 19 A2000193 2000-07-11
## 20 A2000201 2000-07-19
## 21 A2000209 2000-07-27
## 22 A2000217 2000-08-04
## 23 A2000225 2000-08-12
## 24 A2000233 2000-08-20
## 25 A2000241 2000-08-28
## 26 A2000249 2000-09-05
## 27 A2000257 2000-09-13
## 28 A2000265 2000-09-21
## 29 A2000273 2000-09-29
## 30 A2000281 2000-10-07
## 31 A2000289 2000-10-15
## 32 A2000297 2000-10-23
## 33 A2000305 2000-10-31
## 34 A2000313 2000-11-08
## 35 A2000321 2000-11-16
## 36 A2000329 2000-11-24
## 37 A2000337 2000-12-02
## 38 A2000345 2000-12-10
## 39 A2000353 2000-12-18
## 40 A2000361 2000-12-26
## 41 A2001001 2001-01-01
## 42 A2001009 2001-01-09
## 43 A2001017 2001-01-17
## 44 A2001025 2001-01-25
## 45 A2001033 2001-02-02
## 46 A2001041 2001-02-10
## 47 A2001049 2001-02-18
## 48 A2001057 2001-02-26
## 49 A2001065 2001-03-06
## 50 A2001073 2001-03-14
## 51 A2001081 2001-03-22
## 52 A2001089 2001-03-30
## 53 A2001097 2001-04-07
## 54 A2001105 2001-04-15
## 55 A2001113 2001-04-23
## 56 A2001121 2001-05-01
## 57 A2001129 2001-05-09
## 58 A2001137 2001-05-17
## 59 A2001145 2001-05-25
## 60 A2001153 2001-06-02
## 61 A2001161 2001-06-10
## 62 A2001185 2001-07-04
## 63 A2001193 2001-07-12
## 64 A2001201 2001-07-20
## 65 A2001209 2001-07-28
## 66 A2001217 2001-08-05
## 67 A2001225 2001-08-13
## 68 A2001233 2001-08-21
## 69 A2001241 2001-08-29
## 70 A2001249 2001-09-06
## 71 A2001257 2001-09-14
## 72 A2001265 2001-09-22
## 73 A2001273 2001-09-30
## 74 A2001281 2001-10-08
## 75 A2001289 2001-10-16
## 76 A2001297 2001-10-24
## 77 A2001305 2001-11-01
## 78 A2001313 2001-11-09
## 79 A2001321 2001-11-17
## 80 A2001329 2001-11-25
## 81 A2001337 2001-12-03
## 82 A2001345 2001-12-11
## 83 A2001353 2001-12-19
## 84 A2001361 2001-12-27
## 85 A2002001 2002-01-01
## 86 A2002009 2002-01-09
## 87 A2002017 2002-01-17
## 88 A2002025 2002-01-25
## 89 A2002033 2002-02-02
## 90 A2002041 2002-02-10
## 91 A2002049 2002-02-18
## 92 A2002057 2002-02-26
## 93 A2002065 2002-03-06
## 94 A2002073 2002-03-14
## 95 A2002081 2002-03-22
## 96 A2002089 2002-03-30
## 97 A2002097 2002-04-07
## 98 A2002105 2002-04-15
## 99 A2002113 2002-04-23
## 100 A2002121 2002-05-01
## 101 A2002129 2002-05-09
## 102 A2002137 2002-05-17
## 103 A2002145 2002-05-25
## 104 A2002153 2002-06-02
## 105 A2002161 2002-06-10
## 106 A2002169 2002-06-18
## 107 A2002177 2002-06-26
## 108 A2002185 2002-07-04
## 109 A2002193 2002-07-12
## 110 A2002201 2002-07-20
## 111 A2002209 2002-07-28
## 112 A2002217 2002-08-05
## 113 A2002225 2002-08-13
## 114 A2002233 2002-08-21
## 115 A2002241 2002-08-29
## 116 A2002249 2002-09-06
## 117 A2002257 2002-09-14
## 118 A2002265 2002-09-22
## 119 A2002273 2002-09-30
## 120 A2002281 2002-10-08
## 121 A2002289 2002-10-16
## 122 A2002297 2002-10-24
## 123 A2002305 2002-11-01
## 124 A2002313 2002-11-09
## 125 A2002321 2002-11-17
## 126 A2002329 2002-11-25
## 127 A2002337 2002-12-03
## 128 A2002345 2002-12-11
## 129 A2002353 2002-12-19
## 130 A2002361 2002-12-27
## 131 A2003001 2003-01-01
## 132 A2003009 2003-01-09
## 133 A2003017 2003-01-17
## 134 A2003025 2003-01-25
## 135 A2003033 2003-02-02
## 136 A2003041 2003-02-10
## 137 A2003049 2003-02-18
## 138 A2003057 2003-02-26
## 139 A2003065 2003-03-06
## 140 A2003073 2003-03-14
## 141 A2003081 2003-03-22
## 142 A2003089 2003-03-30
## 143 A2003097 2003-04-07
## 144 A2003105 2003-04-15
## 145 A2003113 2003-04-23
## 146 A2003121 2003-05-01
## 147 A2003129 2003-05-09
## 148 A2003137 2003-05-17
## 149 A2003145 2003-05-25
## 150 A2003153 2003-06-02
## 151 A2003161 2003-06-10
## 152 A2003169 2003-06-18
## 153 A2003177 2003-06-26
## 154 A2003185 2003-07-04
## 155 A2003193 2003-07-12
## 156 A2003201 2003-07-20
## 157 A2003209 2003-07-28
## 158 A2003217 2003-08-05
## 159 A2003225 2003-08-13
## 160 A2003233 2003-08-21
## 161 A2003241 2003-08-29
## 162 A2003249 2003-09-06
## 163 A2003257 2003-09-14
## 164 A2003265 2003-09-22
## 165 A2003273 2003-09-30
## 166 A2003281 2003-10-08
## 167 A2003289 2003-10-16
## 168 A2003297 2003-10-24
## 169 A2003305 2003-11-01
## 170 A2003313 2003-11-09
## 171 A2003321 2003-11-17
## 172 A2003329 2003-11-25
## 173 A2003337 2003-12-03
## 174 A2003345 2003-12-11
## 175 A2003353 2003-12-19
## 176 A2003361 2003-12-27
## 177 A2004001 2004-01-01
## 178 A2004009 2004-01-09
## 179 A2004017 2004-01-17
## 180 A2004025 2004-01-25
## 181 A2004033 2004-02-02
## 182 A2004041 2004-02-10
## 183 A2004049 2004-02-18
## 184 A2004057 2004-02-26
## 185 A2004065 2004-03-05
## 186 A2004073 2004-03-13
## 187 A2004081 2004-03-21
## 188 A2004089 2004-03-29
## 189 A2004097 2004-04-06
## 190 A2004105 2004-04-14
## 191 A2004113 2004-04-22
## 192 A2004121 2004-04-30
## 193 A2004129 2004-05-08
## 194 A2004137 2004-05-16
## 195 A2004145 2004-05-24
## 196 A2004153 2004-06-01
## 197 A2004161 2004-06-09
## 198 A2004169 2004-06-17
## 199 A2004177 2004-06-25
## 200 A2004185 2004-07-03
## 201 A2004193 2004-07-11
## 202 A2004201 2004-07-19
## 203 A2004209 2004-07-27
## 204 A2004217 2004-08-04
## 205 A2004225 2004-08-12
## 206 A2004233 2004-08-20
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## 851 A2018249 2018-09-06
## 852 A2018257 2018-09-14
## 853 A2018265 2018-09-22
## 854 A2018273 2018-09-30
## 855 A2018281 2018-10-08
## 856 A2018289 2018-10-16
## 857 A2018297 2018-10-24
## 858 A2018305 2018-11-01
## 859 A2018313 2018-11-09
## 860 A2018321 2018-11-17
## 861 A2018329 2018-11-25
## 862 A2018337 2018-12-03
## 863 A2018345 2018-12-11
## 864 A2018353 2018-12-19
## 865 A2018361 2018-12-27
## 866 A2019001 2019-01-01
## 867 A2019009 2019-01-09
## 868 A2019017 2019-01-17
## 869 A2019025 2019-01-25
## 870 A2019033 2019-02-02
## 871 A2019041 2019-02-10
## 872 A2019049 2019-02-18
## 873 A2019057 2019-02-26
## 874 A2019065 2019-03-06
## 875 A2019073 2019-03-14
## 876 A2019081 2019-03-22
## 877 A2019089 2019-03-30
## 878 A2019097 2019-04-07
## 879 A2019105 2019-04-15
## 880 A2019113 2019-04-23
## 881 A2019121 2019-05-01
## 882 A2019129 2019-05-09
## 883 A2019137 2019-05-17
## 884 A2019145 2019-05-25
## 885 A2019153 2019-06-02
## 886 A2019161 2019-06-10
## 887 A2019169 2019-06-18
## 888 A2019177 2019-06-26
## 889 A2019185 2019-07-04
## 890 A2019193 2019-07-12
## 891 A2019201 2019-07-20
## 892 A2019209 2019-07-28
## 893 A2019217 2019-08-05
## 894 A2019225 2019-08-13
## 895 A2019233 2019-08-21
## 896 A2019241 2019-08-29
## 897 A2019249 2019-09-06
## 898 A2019257 2019-09-14
## 899 A2019265 2019-09-22
## 900 A2019273 2019-09-30
## 901 A2019281 2019-10-08
## 902 A2019289 2019-10-16
## 903 A2019297 2019-10-24
## 904 A2019305 2019-11-01
## 905 A2019313 2019-11-09
## 906 A2019321 2019-11-17
## 907 A2019329 2019-11-25
## 908 A2019337 2019-12-03
## 909 A2019345 2019-12-11
## 910 A2019353 2019-12-19
## 911 A2019361 2019-12-27
## 912 A2020001 2020-01-01
## 913 A2020009 2020-01-09
## 914 A2020017 2020-01-17
## 915 A2020025 2020-01-25
## 916 A2020033 2020-02-02
## 917 A2020041 2020-02-10
## 918 A2020049 2020-02-18
## 919 A2020057 2020-02-26
## 920 A2020065 2020-03-05
## 921 A2020073 2020-03-13
## 922 A2020081 2020-03-21
## 923 A2020089 2020-03-29
## 924 A2020097 2020-04-06
## 925 A2020105 2020-04-14
## 926 A2020113 2020-04-22
## 927 A2020121 2020-04-30
## 928 A2020129 2020-05-08
## 929 A2020137 2020-05-16
## 930 A2020145 2020-05-24
## 931 A2020153 2020-06-01
## 932 A2020161 2020-06-09
## 933 A2020169 2020-06-17
## 934 A2020177 2020-06-25
## 935 A2020185 2020-07-03
## 936 A2020193 2020-07-11
## 937 A2020201 2020-07-19
## 938 A2020209 2020-07-27
## 939 A2020217 2020-08-04
## 940 A2020225 2020-08-12
## 941 A2020233 2020-08-20
## 942 A2020241 2020-08-28
## 943 A2020249 2020-09-05
## 944 A2020257 2020-09-13
## 945 A2020265 2020-09-21
## 946 A2020273 2020-09-29
## 947 A2020281 2020-10-07
## 948 A2020289 2020-10-15
## 949 A2020297 2020-10-23
## 950 A2020305 2020-10-31
## 951 A2020313 2020-11-08
## 952 A2020321 2020-11-16
## 953 A2020329 2020-11-24
## 954 A2020337 2020-12-02
## 955 A2020345 2020-12-10
## 956 A2020353 2020-12-18
## 957 A2020361 2020-12-26
## 958 A2021001 2021-01-01
## 959 A2021009 2021-01-09
## 960 A2021017 2021-01-17
## 961 A2021025 2021-01-25
## 962 A2021033 2021-02-02
## 963 A2021041 2021-02-10
## 964 A2021049 2021-02-18
## 965 A2021057 2021-02-26
## 966 A2021065 2021-03-06
## 967 A2021073 2021-03-14
## 968 A2021081 2021-03-22
## 969 A2021089 2021-03-30
## 970 A2021097 2021-04-07
## 971 A2021105 2021-04-15
## 972 A2021113 2021-04-23
## 973 A2021121 2021-05-01
## 974 A2021129 2021-05-09
## 975 A2021137 2021-05-17
## 976 A2021145 2021-05-25
## 977 A2021153 2021-06-02
## 978 A2021161 2021-06-10
## 979 A2021169 2021-06-18
## 980 A2021177 2021-06-26
## 981 A2021185 2021-07-04
## 982 A2021193 2021-07-12
## 983 A2021201 2021-07-20
## 984 A2021209 2021-07-28
## 985 A2021217 2021-08-05
## 986 A2021225 2021-08-13
## 987 A2021233 2021-08-21
## 988 A2021241 2021-08-29
## 989 A2021249 2021-09-06
## 990 A2021257 2021-09-14
## 991 A2021265 2021-09-22
## 992 A2021273 2021-09-30
## 993 A2021281 2021-10-08
## 994 A2021289 2021-10-16
## 995 A2021297 2021-10-24
## 996 A2021305 2021-11-01
## 997 A2021313 2021-11-09
## 998 A2021321 2021-11-17
## 999 A2021329 2021-11-25
## 1000 A2021337 2021-12-03
## 1001 A2021345 2021-12-11
## 1002 A2021353 2021-12-19
## 1003 A2021361 2021-12-27
## 1004 A2022001 2022-01-01
## 1005 A2022009 2022-01-09
## 1006 A2022017 2022-01-17
## 1007 A2022025 2022-01-25
## 1008 A2022033 2022-02-02
## 1009 A2022041 2022-02-10
## 1010 A2022049 2022-02-18
## 1011 A2022057 2022-02-26
## 1012 A2022065 2022-03-06
## 1013 A2022073 2022-03-14
## 1014 A2022081 2022-03-22
## 1015 A2022089 2022-03-30
## 1016 A2022097 2022-04-07
## 1017 A2022105 2022-04-15
## 1018 A2022113 2022-04-23
## 1019 A2022121 2022-05-01
## 1020 A2022129 2022-05-09
## 1021 A2022137 2022-05-17
## 1022 A2022145 2022-05-25
## 1023 A2022153 2022-06-02
## 1024 A2022161 2022-06-10
## 1025 A2022169 2022-06-18
## 1026 A2022177 2022-06-26
## 1027 A2022185 2022-07-04
## 1028 A2022193 2022-07-12
## 1029 A2022201 2022-07-20
## 1030 A2022209 2022-07-28
## 1031 A2022217 2022-08-05
## 1032 A2022225 2022-08-13
## 1033 A2022233 2022-08-21
## 1034 A2022241 2022-08-29
## 1035 A2022249 2022-09-06
## 1036 A2022257 2022-09-14
## 1037 A2022265 2022-09-22
## 1038 A2022273 2022-09-30
## 1039 A2022281 2022-10-08
## 1040 A2022297 2022-10-24
## 1041 A2022305 2022-11-01
## 1042 A2022313 2022-11-09
## 1043 A2022321 2022-11-17
## 1044 A2022329 2022-11-25
## 1045 A2022337 2022-12-03
## 1046 A2022345 2022-12-11
## 1047 A2022353 2022-12-19
## 1048 A2022361 2022-12-27
## 1049 A2023001 2023-01-01
## 1050 A2023009 2023-01-09
## 1051 A2023017 2023-01-17
## 1052 A2023025 2023-01-25
## 1053 A2023033 2023-02-02
## 1054 A2023041 2023-02-10
## 1055 A2023049 2023-02-18
## 1056 A2023057 2023-02-26
## 1057 A2023065 2023-03-06
## 1058 A2023073 2023-03-14
## 1059 A2023081 2023-03-22
## 1060 A2023089 2023-03-30
## 1061 A2023097 2023-04-07
## 1062 A2023105 2023-04-15
## 1063 A2023113 2023-04-23
## 1064 A2023121 2023-05-01
## 1065 A2023129 2023-05-09
## 1066 A2023137 2023-05-17
## 1067 A2023145 2023-05-25
## 1068 A2023153 2023-06-02
## 1069 A2023161 2023-06-10
## 1070 A2023169 2023-06-18
## 1071 A2023177 2023-06-26
## 1072 A2023185 2023-07-04
## 1073 A2023193 2023-07-12
## 1074 A2023201 2023-07-20
## 1075 A2023209 2023-07-28
## 1076 A2023217 2023-08-05
## 1077 A2023225 2023-08-13
## 1078 A2023233 2023-08-21
## 1079 A2023241 2023-08-29
## 1080 A2023249 2023-09-06
## 1081 A2023257 2023-09-14
## 1082 A2023265 2023-09-22
## 1083 A2023273 2023-09-30
## 1084 A2023281 2023-10-08
## 1085 A2023289 2023-10-16
## 1086 A2023297 2023-10-24
## 1087 A2023305 2023-11-01
## 1088 A2023313 2023-11-09
## 1089 A2023321 2023-11-17
## 1090 A2023329 2023-11-25
## 1091 A2023337 2023-12-03
## 1092 A2023345 2023-12-11
## 1093 A2023353 2023-12-19
## 1094 A2023361 2023-12-27
## 1095 A2024001 2024-01-01
## 1096 A2024009 2024-01-09
## 1097 A2024017 2024-01-17
## 1098 A2024025 2024-01-25
## 1099 A2024033 2024-02-02
## 1100 A2024041 2024-02-10
## 1101 A2024049 2024-02-18
## 1102 A2024057 2024-02-26
## 1103 A2024065 2024-03-05
## 1104 A2024073 2024-03-13
## 1105 A2024081 2024-03-21
## 1106 A2024089 2024-03-29
## 1107 A2024097 2024-04-06
## 1108 A2024105 2024-04-14
## 1109 A2024113 2024-04-22
## 1110 A2024121 2024-04-30
## 1111 A2024129 2024-05-08
## 1112 A2024137 2024-05-16coweeta_lai <- mt_subset (product = "MOD15A2H", lat = 35.06, lon = -83.43,
band = "Lai_500m", start = "2017-01-01", end = "2018-06-01",
km_lr = 20, km_ab = 20, site_name="coweeta",
internal = TRUE, progress = FALSE)
coweeta_lc <- mt_subset (product = "MCD12Q1", lat = 35.06, lon = -83.43,
band = "LC_Type1", start = "2017-01-01", end = "2018-06-01",
km_lr = 20, km_ab = 20, site_name="coweeta",
internal = TRUE, progress = FALSE)
head(coweeta_lai)## xllcorner yllcorner cellsize nrows ncols band units scale
## 1.1 -7612691.23 3879780.73 463.312716528 81 81 Lai_500m m^2/m^2 0.1
## 2.1 -7612691.23 3879780.73 463.312716528 81 81 Lai_500m m^2/m^2 0.1
## 3.1 -7612691.23 3879780.73 463.312716528 81 81 Lai_500m m^2/m^2 0.1
## 4.1 -7612691.23 3879780.73 463.312716528 81 81 Lai_500m m^2/m^2 0.1
## 5.1 -7612691.23 3879780.73 463.312716528 81 81 Lai_500m m^2/m^2 0.1
## 6.1 -7612691.23 3879780.73 463.312716528 81 81 Lai_500m m^2/m^2 0.1
## latitude longitude site product start end complete
## 1.1 35.06 -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01 TRUE
## 2.1 35.06 -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01 TRUE
## 3.1 35.06 -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01 TRUE
## 4.1 35.06 -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01 TRUE
## 5.1 35.06 -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01 TRUE
## 6.1 35.06 -83.43 coweeta MOD15A2H 2017-01-01 2018-06-01 TRUE
## modis_date calendar_date tile proc_date pixel value
## 1.1 A2017001 2017-01-01 h11v05 2021252144002 1 5
## 2.1 A2017009 2017-01-09 h11v05 2021257201833 1 3
## 3.1 A2017017 2017-01-17 h11v05 2021258170909 1 7
## 4.1 A2017025 2017-01-25 h11v05 2021264192656 1 8
## 5.1 A2017033 2017-02-02 h11v05 2021265175312 1 4
## 6.1 A2017041 2017-02-10 h11v05 2021266102506 1 7coweetamodis <- coweeta_lc %>%
rename("lc" = "value") %>%
select("lc","pixel") %>%
right_join(coweeta_lai, by = "pixel")
coweetamodis <- coweetamodis %>%
filter(value <= 100,
lc %in% c("1","5")) %>%
mutate(lc = ifelse(lc == 1, "ENF","DBF")) %>%
group_by(lc, calendar_date) %>%
summarize(doy = as.numeric(format(as.Date(calendar_date)[1],"%j")),
lai_mean = median(value * as.double(scale)))## `summarise()` has grouped output by 'lc'. You can override using the `.groups`
## argument.ggplot(coweetamodis, aes(x = doy, y = lai_mean)) +
geom_point() +
geom_smooth(span = 0.3, method = "loess") +
labs(x = "day of year (DOY)",
y = "leaf area index (LAI)") +
theme_minimal() +
facet_wrap(~ lc)## `geom_smooth()` using formula 'y ~ x'
coweeta_lai <- mt_subset (product = "MOD15A2H", lat = 35.06, lon = -83.43,
band = "Lai_500m", start = "2017-05-20", end = "2017-06-01",
km_lr = 20, km_ab = 20, site_name="coweeta",
internal = TRUE, progress = FALSE)
LAI_raster <- mt_to_raster(df=coweeta_lai, reproject = TRUE)
x <- read_sf(watershedshapefile)
x.buff <- st_as_sf(st_buffer(st_as_sfc(st_bbox(x)), dist = 1000))
x.gcs <- st_transform(x, 4326)
x.buff.gcs <- st_transform(x.buff, 4326)
{plot(LAI_raster)
plot(st_geometry(x.buff.gcs), add = TRUE, col = NA, lwd = 2)
plot(st_geometry(x.gcs), add = TRUE, col = NA)
}
Create Templates for RHESSYs
# template_read(template)
# would be useful to modify or read RHESSys template in R, currently template_read does not display nicely
# Create Templates for each Treatment
{templatetext<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
9
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
../defs/veg_deciduous_BES.def
../defs/veg_eucalypt.def
../defs/veg_grass.def
../defs/veg_lawn_2cm.def
../defs/veg_lawn_5cm.def
../defs/veg_lawn_10cm.def
../defs/veg_nonveg.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
_basin basin_ws32.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
basin_parm_ID dvalue 1
latitude value 35.04
basin_n_basestations dvalue 0
_hillslope subbasins.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
hill_parm_ID dvalue 1
gw.storage value 0.0
gw.NO3 value 0.0
hillslope_n_basestations dvalue 0
_zone patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
zone_parm_ID dvalue 1
area area
slope aver slope10.tif
aspect spavg aspect10.tif slope10.tif
precip_lapse_rate value 1.0
e_horizon eqn 0.001 0 e_horizon_1000.tif
w_horizon eqn 0.001 0 w_horizon_1000.tif
zone_n_basestations dvalue 1
zone_basestation_ID dvalue 101
_patch patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
soil_parm_ID mode ssurgosoil.tif
landuse_parm_ID dvalue 1
fire_parm_ID value 1.0
area area
slope aver slope10.tif
lna eqn 0.001 0 topidx10_100.tif
Ksat_vertical value 1.0
mpar value 0.12
rz_storage value 0.0
unsat_storage value 0.0
sat_deficit value 0.0
snowpack.water_equivalent_depth value 0.28
snowpack.water_depth value 0.0
snowpack.T value -10.0
snowpack.surface_age value 0.0
snowpack.energy_deficit value -0.5
litter.cover_fraction value 1.0
litter.rain_stored value 0.00001544
litter_cs.litr1c value 0.00158273
litter_ns.litr1n value 0.00007521
litter_cs.litr2c value 0.01056238
litter_cs.litr3c value 0.00094835
litter_cs.litr4c value 0.00641051
soil_cs.soil1c value 0.00428524
soil_ns.sminn value 0.00002811
soil_ns.nitrate value 0.00003044
soil_cs.soil2c value 0.00304513
soil_cs.soil3c value 0.05220800
soil_cs.soil4c value 0.37839627
patch_n_basestations dvalue 0
_canopy_strata patch.tif 1
veg_parm_ID mode nlcdveg.tif
cover_fraction value 1.0
gap_fraction value 0.0
rootzone.depth value 1.0
snow_stored value 0.0
rain_stored value 0.0
cs.pool value 0.0
cs.leafc value 0.0
cs.dead_leafc value 0.0
cs.leafc_store value 0.0
cs.leafc_transfer value 0.0
cs.live_stemc value 0.0
cs.livestemc_store value 0.0
cs.live.stemc_transfer value 0.0
cs.dead_stem value 0.0
cs.deadstemc_store value 0.0
cs.deadstemc_transfer value 0.0
cs.live_crootc value 0.0
cs.livecrootc_store value 0.0
cs.livecrootc_transfer value 0.0
cs.dead_crootc value 2.0
cs.deadcrootc_store value 0.0
cs.deadcrootc_transfer value 0.0
cs.frootc value 0.0
cs.frootc_store value 0.0
cs.frootc_transfer value 0.0
cs_cwdc value 0.0
epv.prev_leafcalloc value 0.0
ns.pool value 0.0
ns.leafn value 0.0
ns.dead_leafn value 0.0
ns.leafn_store value 0.0
ns.leafn_transfer value 0.0
ns.live_stemn value 0.0
ns.livestemn_store value 0.0
ns.livestemn_transfer value 0.0
ns.dead_stem value 0.0
ns.deadstemn_store value 0.0
ns.deadstemn_transfer value 0.0
ns.live_crootn value 0.0
ns.livecrootn_store value 0.0
ns.livecrootn_transfer value 0.0
ns.dead_crootn value 0.0
ns.deadcrootn_store value 0.0
ns.deadcrootn_transfer value 0.0
ns.frootn value 0.0
ns.frootn_store value 0.0
ns.frootn_transfer value 0.0
ns.cwdn value 0.0
ns.retransn value 0.0
epv.wstress_days dvalue 0
epv.min_fparabs value 0.0
epv.min_vwc value 0.0
canopy_strata_n_basestations dvalue 0
"}
write(templatetext,file = "templates/RHESSYSinR_Coweeta_WS32_Spinup.template")
#Static
{templatestatic<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
2
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
_basin basin_ws32.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
basin_parm_ID dvalue 1
latitude value 35.04
basin_n_basestations dvalue 0
_hillslope subbasins.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
hill_parm_ID dvalue 1
gw.storage value 0.0
gw.NO3 value 0.0
hillslope_n_basestations dvalue 0
_zone patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
zone_parm_ID dvalue 1
area area
slope aver slope10.tif
aspect spavg aspect10.tif slope10.tif
precip_lapse_rate value 1.0
e_horizon eqn 0.001 0 e_horizon_1000.tif
w_horizon eqn 0.001 0 w_horizon_1000.tif
zone_n_basestations dvalue 1
zone_basestation_ID dvalue 101
_patch patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
soil_parm_ID dvalue 9
landuse_parm_ID dvalue 1
fire_parm_ID value 1.0
area area
slope aver slope10.tif
lna eqn 0.001 0 topidx10_100.tif
Ksat_vertical value 1.0
mpar value 0.12
rz_storage value 0.0
unsat_storage value 0.0
sat_deficit value 0.0
snowpack.water_equivalent_depth value 0.28
snowpack.water_depth value 0.0
snowpack.T value -10.0
snowpack.surface_age value 0.0
snowpack.energy_deficit value -0.5
litter.cover_fraction value 1.0
litter.rain_stored value 0.00001544
litter_cs.litr1c value 0.00158273
litter_ns.litr1n value 0.00007521
litter_cs.litr2c value 0.01056238
litter_cs.litr3c value 0.00094835
litter_cs.litr4c value 0.00641051
soil_cs.soil1c value 0.00428524
soil_ns.sminn value 0.00002811
soil_ns.nitrate value 0.00003044
soil_cs.soil2c value 0.00304513
soil_cs.soil3c value 0.05220800
soil_cs.soil4c value 0.37839627
patch_n_basestations dvalue 0
_canopy_strata patch.tif 1
veg_parm_ID mode nlcdveg.tif
cover_fraction value 1.0
gap_fraction value 0.0
rootzone.depth value 1.0
snow_stored value 0.0
rain_stored value 0.0
cs.pool value 0.0
cs.leafc value 0.0
cs.dead_leafc value 0.0
cs.leafc_store value 0.0
cs.leafc_transfer value 0.0
cs.live_stemc value 0.0
cs.livestemc_store value 0.0
cs.live.stemc_transfer value 0.0
cs.dead_stem value 0.0
cs.deadstemc_store value 0.0
cs.deadstemc_transfer value 0.0
cs.live_crootc value 0.0
cs.livecrootc_store value 0.0
cs.livecrootc_transfer value 0.0
cs.dead_crootc value 2.0
cs.deadcrootc_store value 0.0
cs.deadcrootc_transfer value 0.0
cs.frootc value 0.0
cs.frootc_store value 0.0
cs.frootc_transfer value 0.0
cs_cwdc value 0.0
epv.prev_leafcalloc value 0.0
ns.pool value 0.0
ns.leafn value 0.0
ns.dead_leafn value 0.0
ns.leafn_store value 0.0
ns.leafn_transfer value 0.0
ns.live_stemn value 0.0
ns.livestemn_store value 0.0
ns.livestemn_transfer value 0.0
ns.dead_stem value 0.0
ns.deadstemn_store value 0.0
ns.deadstemn_transfer value 0.0
ns.live_crootn value 0.0
ns.livecrootn_store value 0.0
ns.livecrootn_transfer value 0.0
ns.dead_crootn value 0.0
ns.deadcrootn_store value 0.0
ns.deadcrootn_transfer value 0.0
ns.frootn value 0.0
ns.frootn_store value 0.0
ns.frootn_transfer value 0.0
ns.cwdn value 0.0
ns.retransn value 0.0
epv.wstress_days dvalue 0
epv.min_fparabs value 0.0
epv.min_vwc value 0.0
canopy_strata_n_basestations dvalue 0
"}
#SSURGO
{templatessurgo<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
2
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
_basin basin_ws32.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
basin_parm_ID dvalue 1
latitude value 35.04
basin_n_basestations dvalue 0
_hillslope subbasins.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
hill_parm_ID dvalue 1
gw.storage value 0.0
gw.NO3 value 0.0
hillslope_n_basestations dvalue 0
_zone patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
zone_parm_ID dvalue 1
area area
slope aver slope10.tif
aspect spavg aspect10.tif slope10.tif
precip_lapse_rate value 1.0
e_horizon eqn 0.001 0 e_horizon_1000.tif
w_horizon eqn 0.001 0 w_horizon_1000.tif
zone_n_basestations dvalue 1
zone_basestation_ID dvalue 101
_patch patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
soil_parm_ID mode ssurgosoil.tif
landuse_parm_ID dvalue 1
fire_parm_ID value 1.0
area area
slope aver slope10.tif
lna eqn 0.001 0 topidx10_100.tif
Ksat_vertical value 1.0
mpar value 0.12
rz_storage value 0.0
unsat_storage value 0.0
sat_deficit value 0.0
snowpack.water_equivalent_depth value 0.28
snowpack.water_depth value 0.0
snowpack.T value -10.0
snowpack.surface_age value 0.0
snowpack.energy_deficit value -0.5
litter.cover_fraction value 1.0
litter.rain_stored value 0.00001544
litter_cs.litr1c value 0.00158273
litter_ns.litr1n value 0.00007521
litter_cs.litr2c value 0.01056238
litter_cs.litr3c value 0.00094835
litter_cs.litr4c value 0.00641051
soil_cs.soil1c value 0.00428524
soil_ns.sminn value 0.00002811
soil_ns.nitrate value 0.00003044
soil_cs.soil2c value 0.00304513
soil_cs.soil3c value 0.05220800
soil_cs.soil4c value 0.37839627
patch_n_basestations dvalue 0
_canopy_strata patch.tif 1
veg_parm_ID mode nlcdveg.tif
cover_fraction value 1.0
gap_fraction value 0.0
rootzone.depth value 1.0
snow_stored value 0.0
rain_stored value 0.0
cs.pool value 0.0
cs.leafc value 0.0
cs.dead_leafc value 0.0
cs.leafc_store value 0.0
cs.leafc_transfer value 0.0
cs.live_stemc value 0.0
cs.livestemc_store value 0.0
cs.live.stemc_transfer value 0.0
cs.dead_stem value 0.0
cs.deadstemc_store value 0.0
cs.deadstemc_transfer value 0.0
cs.live_crootc value 0.0
cs.livecrootc_store value 0.0
cs.livecrootc_transfer value 0.0
cs.dead_crootc value 2.0
cs.deadcrootc_store value 0.0
cs.deadcrootc_transfer value 0.0
cs.frootc value 0.0
cs.frootc_store value 0.0
cs.frootc_transfer value 0.0
cs_cwdc value 0.0
epv.prev_leafcalloc value 0.0
ns.pool value 0.0
ns.leafn value 0.0
ns.dead_leafn value 0.0
ns.leafn_store value 0.0
ns.leafn_transfer value 0.0
ns.live_stemn value 0.0
ns.livestemn_store value 0.0
ns.livestemn_transfer value 0.0
ns.dead_stem value 0.0
ns.deadstemn_store value 0.0
ns.deadstemn_transfer value 0.0
ns.live_crootn value 0.0
ns.livecrootn_store value 0.0
ns.livecrootn_transfer value 0.0
ns.dead_crootn value 0.0
ns.deadcrootn_store value 0.0
ns.deadcrootn_transfer value 0.0
ns.frootn value 0.0
ns.frootn_store value 0.0
ns.frootn_transfer value 0.0
ns.cwdn value 0.0
ns.retransn value 0.0
epv.wstress_days dvalue 0
epv.min_fparabs value 0.0
epv.min_vwc value 0.0
canopy_strata_n_basestations dvalue 0
"}
#DSM
{templatedsm<- "1
../defs/basin.def
1
../defs/hillslope.def
1
../defs/zone.def
14
../defs/soil_clay.def
../defs/soil_clayloam.def
../defs/soil_loam.def
../defs/soil_loamysand.def
../defs/soil_rock.def
../defs/soil_sand.def
../defs/soil_sandyclay.def
../defs/soil_sandyclayloam.def
../defs/soil_sandyloam.def
../defs/soil_silt.def
../defs/soil_siltyclay.def
../defs/soil_siltyclayloam.def
../defs/soil_siltyloam.def
../defs/soil_water.def
../defs/soil_shallowloam.def
../defs/soil_shallowsandyclayloam
../defs/soil_shallowsandyloam
1
../defs/lu_undev.def
1
../defs/veg_deciduous/veg_deciduous.def
../defs/veg_evergreen/veg_evergreen.def
1
../clim/cwtws32extended.base
_world basin_ws32.tif 1
_basin basin_ws32.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
basin_parm_ID dvalue 1
latitude value 35.04
basin_n_basestations dvalue 0
_hillslope subbasins.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
hill_parm_ID dvalue 1
gw.storage value 0.0
gw.NO3 value 0.0
hillslope_n_basestations dvalue 0
_zone patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
zone_parm_ID dvalue 1
area area
slope aver slope10.tif
aspect spavg aspect10.tif slope10.tif
precip_lapse_rate value 1.0
e_horizon eqn 0.001 0 e_horizon_1000.tif
w_horizon eqn 0.001 0 w_horizon_1000.tif
zone_n_basestations dvalue 1
zone_basestation_ID dvalue 101
_patch patch.tif 1
x value 0.0
y value 0.0
z aver dem10.tif
soil_parm_ID mode dsmsoil.tif
landuse_parm_ID dvalue 1
fire_parm_ID value 1.0
area area
slope aver slope10.tif
lna eqn 0.001 0 topidx10_100.tif
Ksat_vertical value 1.0
mpar value 0.12
rz_storage value 0.0
unsat_storage value 0.0
sat_deficit value 0.0
snowpack.water_equivalent_depth value 0.28
snowpack.water_depth value 0.0
snowpack.T value -10.0
snowpack.surface_age value 0.0
snowpack.energy_deficit value -0.5
litter.cover_fraction value 1.0
litter.rain_stored value 0.00001544
litter_cs.litr1c value 0.00158273
litter_ns.litr1n value 0.00007521
litter_cs.litr2c value 0.01056238
litter_cs.litr3c value 0.00094835
litter_cs.litr4c value 0.00641051
soil_cs.soil1c value 0.00428524
soil_ns.sminn value 0.00002811
soil_ns.nitrate value 0.00003044
soil_cs.soil2c value 0.00304513
soil_cs.soil3c value 0.05220800
soil_cs.soil4c value 0.37839627
patch_n_basestations dvalue 0
_canopy_strata patch.tif 1
veg_parm_ID mode nlcdveg.tif
cover_fraction value 1.0
gap_fraction value 0.0
rootzone.depth value 1.0
snow_stored value 0.0
rain_stored value 0.0
cs.pool value 0.0
cs.leafc value 0.0
cs.dead_leafc value 0.0
cs.leafc_store value 0.0
cs.leafc_transfer value 0.0
cs.live_stemc value 0.0
cs.livestemc_store value 0.0
cs.live.stemc_transfer value 0.0
cs.dead_stem value 0.0
cs.deadstemc_store value 0.0
cs.deadstemc_transfer value 0.0
cs.live_crootc value 0.0
cs.livecrootc_store value 0.0
cs.livecrootc_transfer value 0.0
cs.dead_crootc value 2.0
cs.deadcrootc_store value 0.0
cs.deadcrootc_transfer value 0.0
cs.frootc value 0.0
cs.frootc_store value 0.0
cs.frootc_transfer value 0.0
cs_cwdc value 0.0
epv.prev_leafcalloc value 0.0
ns.pool value 0.0
ns.leafn value 0.0
ns.dead_leafn value 0.0
ns.leafn_store value 0.0
ns.leafn_transfer value 0.0
ns.live_stemn value 0.0
ns.livestemn_store value 0.0
ns.livestemn_transfer value 0.0
ns.dead_stem value 0.0
ns.deadstemn_store value 0.0
ns.deadstemn_transfer value 0.0
ns.live_crootn value 0.0
ns.livecrootn_store value 0.0
ns.livecrootn_transfer value 0.0
ns.dead_crootn value 0.0
ns.deadcrootn_store value 0.0
ns.deadcrootn_transfer value 0.0
ns.frootn value 0.0
ns.frootn_store value 0.0
ns.frootn_transfer value 0.0
ns.cwdn value 0.0
ns.retransn value 0.0
epv.wstress_days dvalue 0
epv.min_fparabs value 0.0
epv.min_vwc value 0.0
canopy_strata_n_basestations dvalue 0
"}
write(templatestatic,file = "templates/RHESSYSinR_Coweeta_WS32_static.template")
write(templatetext,file = "templates/RHESSYSinR_Coweeta_WS32_ssurgo.template")
write(templatedsm,file = "templates/RHESSYSinR_Coweeta_WS32_dsm.template")Locate RHESSys Spatial Inputs and Specify Template to be used
Create RHESSys Worldfile and Flowtable for 7.4 based on Spatial Inputs and Template
Raster files and template information are used to setup RHESSys worldfile. Flowtable created by “RHESSysPreprocess” must be converted to work. Unsure why. Preprocessing is controlled by template file.
Template file ‘CWWS32_STATIC.template’ is used to run model normally template file ‘CWWS32_STATICspinup.template’ is used to spin up model. Only difference is artificially extended climate dataset.
must setup automatic spinup and preprocessing for all treatments, right now spinup requires manual template input and 2 runs for creation
#setwd(system.file("extdata/", package = "RHESSysIOinR"))
type = "raster"
typepars = "grassexport/cwt_ws32"
template = "templates/RHESSYSinR_Coweeta_WS32_dsm.template"
# Suffixes of .world, .flow, and .meta will be appended to the worldfile, flowtable, and metadata files respectively.
name = "CWWS32"
overwrite = TRUE
streams = "streams.tif"
# Optional Flowtable Spatial Data
roads = "roads.tif"
# impervious = "impervious_map"
# roofs = "roofs_map"
header = TRUE
# With certain configurations roads does not work. Returns message: road width cannot be 0 during preprocessing
RHESSysPreprocess(
template = template,
name = name,
type = type,
typepars = typepars,
streams = streams,
overwrite = overwrite,
header = header,
parallel = FALSE,
make_stream = TRUE)## [1] Begin world_gen.R
## Reading in maps
## Finished reading in maps
## [1] Writing worldfile
##
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## [1] Created header file: ./CWWS32.hdr
## [1] Begin CreateFlownet.R
## Reading in maps
## Finished reading in maps
## [1] Building flowtable
## [1] Generating unique IDs
## [1] Finding patch neighbors
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## [1] Created flowtable: ./CWWS32.flow## Make sure to have parallel turned off when preprocessing, convert flowtables after creation for compatibility
convert_flowtable("CWWS32.flow","CWWS321.flow",make_stream=4)## [1] "Reading in flow table"
##
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|======================================================================| 100%Setup RHESSys Inputs/Outputs for Spinup Note that flowtable is converted flowtable. Using original flow table will result in errors.
Original spinup 0219 to 2017. Modified output to 1776-2017 to test code without very long spin-up. Climate files have been modified to original DAYMET timeseries.
## Read climate file to see length available climate data
read_clim("clim/cwtws32extended.rain", dates_out=TRUE)## [1] "1750 01 30 01" "2019 12 31 24"read_clim("clim/cwtws32local.rain", dates_out=TRUE)## [1] "1990 01 04 01" "2019 12 31 24"# Begin RHESSys Spinup
##Short Spinup, original spinup run 1776-2018
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32.world",
world_hdr_prefix = "CWWS32",
flowtable = "CWWS321.flow",
start = "1775 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32",
commandline_options = c("-b -g"))
input_tec_data = IOin_tec_std(start = "1776 11 1 1",
end = "2018 11 1 1",
output_state = TRUE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32extended.base")
##suggested standard hydrologic spinup parameters from rhessys wiki, gw values modified based on previous results from Coweeta Landscape
stdpars<- IOin_std_pars(
m = 1,
k = 10,
soil_dep= 0.4,
m_v = 1,
k_v = 1,
gw1 = 0.15,
gw2 = 0.35)Run Spinup
Spinup runs model on one processor for x number of years. Takes a very long time.
Spinup has been turned off for the purposes of this demonstration. Using previously spun up file ~ 12 hours, run multiple times.
Run Spinup again
Read Spinup and confirm that Soil C and Soil N have stabilized
setwd(system.file("extdata/", package = "RHESSysIOinR"))
spinupoutput<- readin_rhessys_output("out/cwws32dsm_rundsmspinup")
#spinupoutput<- readin_rhessys_output("out/cwws32ssurgo_runssurgospinup")
spinupoutput$bd$date <- make_date(year=spinupoutput$bd$year, month = spinupoutput$bd$month, day = spinupoutput$bd$day)
spinupoutput$bdg$date <- make_date(year=spinupoutput$bdg$year, month = spinupoutput$bdg$month, day = spinupoutput$bdg$day)
range(spinupoutput$bd$year)## [1] 1776 2018plot(spinupoutput$bd$streamflow, type = "l")
plot(spinupoutput$bd$date,spinupoutput$bd$streamflow, type = "l", col = 'black', main = "Predicted Streamflow",
xlab = "Date", ylab = "Streamflow mm")
plot(spinupoutput$bdg$date, spinupoutput$bdg$lai, type = "l", main = "LAI", xlab = "Date")
{plot(spinupoutput$bdg$soilc~spinupoutput$bdg$date,type = "l", main = "Spinup Soil Carbon", xlab = "Date")
soilctrend <- glm(spinupoutput$bdg$soilc~spinupoutput$bdg$date)
abline(soilctrend, col = 'red')}
{plot(spinupoutput$bdg$date,spinupoutput$bdg$soiln, type = "l", main = "Spinup Soil Nitrogen", xlab = "Date")
soilntrend <- glm(spinupoutput$bdg$soiln~spinupoutput$bdg$date)
abline(soilntrend , col = 'green')}
#prepped<- readin_rhessys_output("G:/Coweeta W32/output/basicspinupws32")Configure RHESSys Inputs/Outputs for a single run.
Use World Statefile created during spin-up. To run model one time at patch scale.
COMMAND LINE OPTIONS
-b Basin output option. Print out response variables for specified basins. -c Canopy stratum output option. Print out response variables for specified strata. -g Grow option. Try to read in dynamic bgc input data and output dynamic bgc parameters. -h Hillslope output option. Print out response variables for specified hillslopes. -p Patch output option. Print out response variables for specified patches. -r Routing option. Gives name of flow_table to define explicit routing connectivity. Also trigger use of explicit routing over TOPMODEL approach. -c Stratum output option. Print out response variables for specified strata.
# "CWWS32.world.Y2018M10D31H1.state" - 1 Spinup run
# "CWWS32.world.Y2018M10D31H1.state.Y2018M10D31H1.state" - 2 spinup runs
read_clim("clim/cwtws32daymet.rain", dates_out = TRUE)## [1] "1980 01 01 01" "2021 12 31 24"input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32dsm",
flowtable = "CWWS32dsm1.flow",
start = "2014 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32dsm",
commandline_options = c("-b -p"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")
stdpars<- IOin_std_pars(
m = 1.75,
k = 18.69,
soil_dep= 0.48,
m_v = 2.55,
k_v = 7.54,
gw1 = 0.19,
gw2 = 0.29,
pa = 0.17,
po = 1.02,
vgseng1 = 1.61,
vgseng2 = 1.94,
vgseng3 = 0.72)Run RHESSys once
Read RHESSys Single Run Output
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"singleruntest<- readin_rhessys_output("out/cwws32_runsingle")
plot(singleruntest$bd$streamflow~singleruntest$bd$date, type = "l", main = "Streamflow", xlab = "Date", ylab = "Streamflow", col = 'DarkBlue')
plot(as.Date(singleruntest$bd$date),singleruntest$bd$rz_storage, type = "l", col = 'black', main = "Basin Scale Root Zone Storage",
xlab = "Date", ylab = "mm")
#basin scale soil moisture
plot(singleruntest$bd$rz_storage/singleruntest$bdg$root_depth~singleruntest$bd$date, type = "l", main = "RZ_Storage/Root_Depth x Date", xlab = "Date", ylab = "rz_Storage/root_depth", col = 'brown')
plot(singleruntest$bd$lai~singleruntest$bd$date, type = "l", main = "LAI", xlab = "Date", ylab = "LAI", col = 'DarkGreen')
plot(singleruntest$bd$pet~singleruntest$bd$date, type = "l", main = "Potential Evapotranspiration", xlab = "Date", ylab = "PET", col = 'DarkBlue')
plot(singleruntest$bd$et~singleruntest$bd$date, type = "l", main = "Evapotranspiration", xlab = "Date", ylab = "ET", col = 'darkslategray')
plot((singleruntest$bd$unsat_stor/singleruntest$bd$sat_def_z)~singleruntest$bd$date, type = "l", main = "unsat_stor/sat_def_z", xlab = "Date", ylab = "vwc", col = 'DarkGreen')
Plot and Filter Observed Soil Moisture
## Data has not been pre-prepared and must be cleaned
smws32_1<- read.delim("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/CWT_132_1_0.txt", header = T)
smws32_2<- read.delim("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/CWT_232_1_1308.txt", header = T)
smws32_3<- read.delim("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/CWT_332_1_1308.txt", header = T)
smws32_1$Date<- as.Date(smws32_1$Date)
smws32_2$Date<- as.Date(smws32_2$Date)
smws32_3$Date<- as.Date(smws32_3$Date)
smws32_1 <- smws32_1[,!sapply(smws32_1,is.character)]
smws32_2 <- smws32_2[,!sapply(smws32_2,is.character)]
smws32_3 <- smws32_3[,!sapply(smws32_3,is.character)]
#range(smws32_3$smois30A)
smws32_1mean<- aggregate(smws32_1, by = list(smws32_1$Date), FUN = function(x) mean(x, na.rm = TRUE))
smws32_2mean<- aggregate(smws32_2, by = list(smws32_2$Date), FUN = function(x) mean(x, na.rm = TRUE))
smws32_3mean<- aggregate(smws32_3, by = list(smws32_3$Date), FUN = function(x) mean(x, na.rm = TRUE))
smws32_1mean <- smws32_1mean[order(smws32_1mean$Date),]
smws32_2mean <- smws32_2mean[order(smws32_2mean$Date),]
smws32_3mean <- smws32_3mean[order(smws32_3mean$Date),]
#Filter Soil Moisture Datasets
smws32_1mean <- smws32_1mean[smws32_1mean$smois30A>'0',]
smws32_3mean <- smws32_3mean[smws32_3mean$smois30A<='0.45',]
smws32_3mean <- smws32_3mean[smws32_3mean$Date<='2018-05-15',]
plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", main = "Soil Moisture 30cm Site 1", xlab = "Date", ylab = "Soil Moisture 30A")
plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "blue", main = "Soil Moisture 30cm Site 2", xlab = "Date", ylab = "Soil Moisture 30A")
plot(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "red", main = "Soil Moisture 30cm Site 3", xlab = "Date", ylab = "Soil Moisture 30A")
{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Observed Soil Moisture WS32 30cm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM1","SM2","SM3"), col=c("red","blue","black"), lty=1)}
smws32_1mean <- smws32_1mean[smws32_1mean$Date>='2017-01-01',]
smws32_2mean <- smws32_2mean[smws32_2mean$Date>='2017-01-01',]
smws32_3mean <- smws32_3mean[smws32_3mean$Date>='2017-01-01',]
smws32_1mean <- smws32_1mean[smws32_1mean$Date<='2018-05-15',]
smws32_2mean <- smws32_2mean[smws32_2mean$Date<='2018-05-15',]
smws32_3mean <- smws32_3mean[smws32_3mean$Date<='2018-05-15',]
{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 30cm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM1","SM2","SM3"), col=c("red","blue","black"), lty=1)}
{plot(density(smws32_1mean$smois30A), ylim = c(0,14), xlim = c(0,0.35), col = 'red', main = "Density of Observed Soil Moisture WS32 30cm")
lines(density(smws32_2mean$smois30A), col = 'blue')
lines(density(smws32_3mean$smois30A), col = 'black')
legend("topright",inset = 0.05, legend=c("SM1","SM2","SM3"), col=c("red","blue","black"), lty=1)}
{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 1")
lines(smws32_1mean$Group.1,smws32_1mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_1mean$Group.1,smws32_1mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_1mean$Group.1,smws32_1mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM1-30A","SM1-30B","SM1-60A","SM1-60B"), col=c("red","orange","blue","black"), lty=1)}
{plot(density(smws32_1mean$smois30A), ylim = c(0,14), xlim = c(0,0.35), col = 'red', main = "Density of Observed Soil Moisture WS32 Station 1")
lines(density(smws32_1mean$smois30B), col = 'orange')
lines(density(smws32_1mean$smois60A), col = 'blue')
lines(density(smws32_1mean$smois60B), col = 'black')
legend("topright",inset = 0.05, legend=c("SM1-30A","SM1-30B","SM1-60A","SM1-60B"), col=c("red","orange","blue","black"), lty=1)}
{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 2")
lines(smws32_2mean$Group.1,smws32_2mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM2-30A","SM2-30B","SM2-60A","SM2-60B"), col=c("red","orange","blue","black"), lty=1)}
##extra filtering for smws32_60a
smws32_2mean <- smws32_2mean %>%
mutate(smois60A = replace(smois60A,Date >= "2017-11-26", NA ))
{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 2 Filtered")
lines(smws32_2mean$Group.1,smws32_2mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_2mean$Group.1,smws32_2mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM2-30A","SM2-30B","SM2-60A","SM2-60B"), col=c("red","orange","blue","black"), lty=1)}
{plot(smws32_3mean$Group.1,smws32_3mean$smois30A, type = "l", col = "red", ylim = c(0,0.4), xlab = "Date", ylab = "Soil Moisture", main = "Truncated Observed Soil Moisture WS32 Station 3")
lines(smws32_3mean$Group.1,smws32_3mean$smois30B, type = "l", col = "orange", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois60A, type = "l", col = "blue", ylim = c(0,0.4))
lines(smws32_3mean$Group.1,smws32_3mean$smois60B, type = "l", col = "black", ylim = c(0,0.4))
legend("topright",inset = 0.05, legend=c("SM3-30A","SM3-30B","SM3-60A","SM3-60B"), col=c("red","orange","blue","black"), lty=1)}
soilmoisture30a<- data.frame(smws32_1mean$Date,smws32_1mean$smois30A, smws32_1mean$smois30B,smws32_1mean$smois60A,smws32_1mean$smois60B)
soilmoisture30b<- data.frame(smws32_2mean$Date,smws32_2mean$smois30A, smws32_2mean$smois30B,smws32_2mean$smois60A,smws32_2mean$smois60B)
soilmoisture30c<- data.frame(smws32_3mean$Date,smws32_3mean$smois30A,smws32_3mean$smois30B,smws32_3mean$smois60A,smws32_3mean$smois60B)
merged30a<- merge(soilmoisture30a,soilmoisture30b, by.x = "smws32_1mean.Date", by.y = "smws32_2mean.Date", all = FALSE)
merged30b<- merge(merged30a,soilmoisture30c, by.x = "smws32_1mean.Date", by.y = "smws32_3mean.Date", all = TRUE)
merged30c<- as.data.frame(rowMeans((merged30b[-1]), na.rm= TRUE))
mergedsm<- cbind(merged30b,merged30c)
colnames(mergedsm)<- c("Date","smois30site1a","smois30site1b","smois60site1a","smois60site1b","smois30site2a","smois30site2b","smois60site2a","smois60site2b","smois30site3a","smois30site3b","smois60site3a","smois60site3b","mergedsoilmoisture")
plot(mergedsm$Date, mergedsm$mergedsoilmoisture, type = "l", main = "Average WS32 Soil Moisture", xlab = "Date", ylab = "Merged Soil Moisture All Data")
plot(mergedsm)
## Calculate Calibration/Validation Split based on SM data
# range(mergedsm$Date)
daysofsmdata<- as.numeric(range(mergedsm$Date)[2] - range(mergedsm$Date)[1])
#70/30 split
Caldays<- round(0.7*daysofsmdata)
Valdays<- daysofsmdata-Caldays
Caldates<- as.Date(1)
Caldates[1]<- range(mergedsm$Date)[1]
Caldates[2]<- range(mergedsm$Date)[1]+Caldays
Valdates<- as.Date(1)
Valdates[1]<- range(Caldates)[2]+1
Valdates[2]<- range(mergedsm$Date)[2]Plot and Filter Observed Streamflow Data
Original Datasets are recorded as Water Year, We convert to calendar year
## import daily flow dataset
obsws32<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32.csv', header = F)
# dataset is recorded as water year, here we convert from water year and note that the water year for this landscape begins in November
## calendar year seems to be correct
obsws32$WYR <- as.numeric(obsws32$V1)
obsws32$Month <- as.numeric(obsws32$V2)
obsws32$Day <- as.numeric(obsws32$V3)
obsws32$flow <- as.numeric(obsws32$V4)
obsws32$CalendarYear<- ifelse((obsws32$Month=="12"|obsws32$Month=="11"),obsws32$WYR-1,obsws32$WYR)
obsws32$CalendarDate <- as.Date(with(obsws32,paste(CalendarYear,Month,Day,sep="-")),"%Y-%m-%d")
##this removal of 0s may be reason for lag, 0s may be purposefully included in dataset
# instead create timeseries of date from start to end of timeseries and then merge
#obsws32<- obsws32[!(obsws32$flow=="0"),]
obsws32 <- drop_na(obsws32)
plot(obsws32$CalendarDate, obsws32$flow, type = "l", ylab = "Observed Discharge mm/d", xlab = "Date", main = "Observed Discharge WS32 Older Dataset")
obsws32_1<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2017.csv', header = T)
obsws32_2<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2018.csv', header = T)
obsws32_3<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2019.csv', header = T)
obsws32_4<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2020.csv', header = T)
obsws32_5<- read.csv('C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/daily_flow_ws32_2021.csv', header = T)
obsws32b<- rbind(obsws32_1,obsws32_2,obsws32_3,obsws32_4,obsws32_5)
obsws32b$CalendarDate <- as.Date(with(obsws32b,paste(year,month,day,sep="-")),"%Y-%m-%d")
plot(obsws32b$CalendarDate,obsws32b$flow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Observed Discharge WS32 Newer Datasets Merged")
dataset1 <- data.frame(Date=obsws32$CalendarDate,flow=obsws32$flow)
dataset2 <- data.frame(Date=obsws32b$CalendarDate,flow=obsws32b$flow)
fullset<- rbind(dataset1,dataset2)
### Streamflow at Coweeta logged as CSM
### conversion from EcohydRology project
## because we are converting from CSM we set watershed area to 1
fullset$discharge_mm<- ConvertFlowUnits(cfs = fullset$flow, WA=1, AREAunits = "mi2")
#{plot(fullset$Date,fullset$flow, type = "l", xlab = "Date", ylab = "Flow", main = "Streamflow WS32")
#lines(fullset$Date,fullset$discharge_mm, col = 'red')}
plot(fullset$Date,fullset$discharge_mm, type = "l", xlab = "Date", ylab = "Discharge mm/d", main = "Observed Discharge WS32 All Datasets Merged")
plot(fullset$Date,fullset$discharge_mm, type = "l", xlab = "Date", ylab = " Log Discharge mm/d", main = "Log of Observed Discharge WS32 All Datasets Merged", log = "y")
fullset$observedstreamflow<- fullset$discharge_mm
write.csv(fullset,"C:/Users/Carlos/Desktop/ORISE/Streamflow Data/CW/Streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/ObservedWS32.csv")
obsws32<- fullset
obsws32sm<- merge(obsws32,mergedsm, by = "Date")
#Caldates
#Valdates
obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]
obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]Merge Observed and Simulated Data
## merge values instead of subsetting to match up with simulated dates
singleruntest$bd<- merge(singleruntest$bd,obsws32, by.x = "date", by.y = "Date", all = FALSE)
## merge soil moisture values but include all data
singleruntest$data <-merge(singleruntest$bd,obsws32sm, by.x = "date", by.y = "Date", all = TRUE)Plot Observed and Simulated Data, Plot RHESSys Outputs
## Plot Hydrograph comparing modeled and observed streamflow
{hydrograph(input=singleruntest$bd, streamflow=singleruntest$bd$observedstreamflow, streamflow2 = singleruntest$bd$streamflow, timeSeries = singleruntest$bd$date, precip = singleruntest$bd$streamflow,
P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}
{plot(singleruntest$data$date,singleruntest$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Streamflow")
lines(singleruntest$data$date, singleruntest$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}
{plot(singleruntest$data$date,singleruntest$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Log Streamflow", log = "y")
lines(singleruntest$data$date, singleruntest$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}
predictedvsobservedstreamlm<- lm(observedstreamflow~streamflow, data = singleruntest$bd)
{plot(singleruntest$bd$observedstreamflow,singleruntest$bd$streamflow, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Streamflow", xlim = c(0,55), ylim = c(0,55))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedstreamlm)$r.squared,digits=3)))}
{plot(singleruntest$data$date,(singleruntest$data$rz_storage/singleruntest$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(singleruntest$data$date, singleruntest$data$mergedsoilmoisture, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("black","red"), lty=1:1)}
predictedvsobservedsoillm<- lm((rz_storage/rootdepth)~mergedsoilmoisture, data = singleruntest$data)
{plot((singleruntest$data$rz_storage/singleruntest$data$rootdepth),singleruntest$data$mergedsoilmoisture, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Basin Scale Soil Moisture", xlim = c(0.05,0.4), ylim = c(0.05,0.4))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedsoillm)$r.squared,digits=3)))}
## Plot other model outputs
par(mfrow=c(5,1), mar = c(2,5,4,2))
plot(singleruntest$bd$date,singleruntest$bd$tmin, type = "l", col = 'BLUE', ylim = c(-15,30), ylab = "Temperature", xlab = "Date")
lines(singleruntest$bd$date,singleruntest$bd$tmax, type = "l", col = 'RED')
plot(singleruntest$bd$date,singleruntest$bd$precip, type = "h", ylab = "Precipitation", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$streamflow, type = "l", ylab = "Streamflow", xlab = "Date", col = 'blue')
plot(singleruntest$bd$date,singleruntest$bd$baseflow, type = "l", ylab = "Baseflow", xlab = "Date", col = 'brown')
plot(singleruntest$bd$date,singleruntest$bd$rz_storage, type = "l", ylab = "RZ Storage", xlab = "Date", col = 'dark green')
plot(singleruntest$bd$date,singleruntest$bd$psn ,type = "l", ylab = "PSN", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$et, type = "l", ylab = "Evaoptranspiration", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$pet, type = "l", ylab = "PET", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$gw.Qout, type = "l", ylab = "Q out", xlab = "Date")
plot(singleruntest$bd$date,singleruntest$bd$gw.storage, type = "l", ylab = "GW Storage", xlab = "Date")
par(mfrow=c(1,1))
### will only plot in growth mode , used to check that vegetation is initialized properly ##
plot(singleruntest$bdg$date, singleruntest$bdg$lai, type = "l", main = "LAI", xlab = "Date")
plot(singleruntest$bdg$date, singleruntest$bdg$soilc, type = "l", main = "Soil Carbon", xlab = "Date")
## plot cal/val sets
{plot(singleruntest$data$date,(singleruntest$data$rz_storage/singleruntest$data$rootdepth), type = "l", ylim = c(0,0.35),xlim = c(obsws32smcal$Date[1],obsws32smval$Date[length(obsws32smval$Date)]), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(obsws32smcal$Date,obsws32smcal$mergedsoilmoisture, col = "BLUE")
lines(obsws32smval$Date,obsws32smval$mergedsoilmoisture, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Soil Moisture","Observed Calibration Soil Moisture", "Observed Validation Soil Moisture"), col=c("black","blue","red"), lty=c(1,1,1))}
{plot(singleruntest$data$date,singleruntest$data$streamflow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Basin Scale Streamflow",xlim = c(obsws32smcal$Date[1],obsws32smval$Date[length(obsws32smval$Date)]))
lines(obsws32cal$Date,obsws32cal$observedstreamflow, col = "BLUE")
lines(obsws32val$Date,obsws32val$observedstreamflow, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Streamflow","Observed Calibration Streamflow", "Observed Validation Streamflow"), col=c("black","blue","red"), lty=c(1,1,1))}
Testing Precip input vs model precip
Spatial Data Display
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Original input maps have been cropped before processing in R, without cropping the RHESSYs preparation in the R environment will not function properly, below are the input maps used by R
ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
patches<- raster("grassexport/cwt_ws32/patch.tif")
acc10<- raster("grassexport/cwt_ws32/acc10.tif")
aspect10<- raster("grassexport/cwt_ws32/aspect10.tif")
#bt1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/b.t1000.tif")
dem10<- raster("grassexport/cwt_ws32/dem10.tif")
dem10f<- raster("grassexport/cwt_ws32/dem10f.tif")
dir10<- raster("grassexport/cwt_ws32/dir10.tif")
drain10<- raster("grassexport/cwt_ws32/drain10.tif")
#ht1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/h.t1000.tif")
hillslope<- raster("grassexport/cwt_ws32/hillslope.tif")
roads<- brick("grassexport/cwt_ws32/roads.tif")
#shade10<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/shade10.tif")
slope10<- raster("grassexport/cwt_ws32/slope10.tif")
streams<- raster("grassexport/cwt_ws32/streams.tif")
topidx10<- raster("grassexport/cwt_ws32/topidx10_100.tif")
#xmap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/xmap.tif")
#ymap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/ymap.tif")
soilstatic<- raster("grassexport/cwt_ws32/ssurgosoil.tif")
reclass_df <- c(0,256,9)
reclass_static <- matrix(reclass_df, ncol = 3, byrow = TRUE)
soilstaticmap<- reclassify(soilstatic, reclass_static)
soilssurgo<- raster("grassexport/cwt_ws32/ssurgosoil.tif")
soildsm<- raster("grassexport/cwt_ws32/dsmsoil.tif")
veg<- raster("grassexport/cwt_ws32/nlcdveg.tif")
plot(ws32, main ="ws32")
plot(patches, main = "patches")
plot(acc10, main = "acc10")
plot(aspect10, main = "aspect10")
#levelplot(bt1000, col.regions = brewer.pal(name='Spectral', n = 11),at=seq(0,6500,1))
#plot(bt1000, main = "bt1000")
plot(dem10, main = "dem10")
plot(dem10f, main = "dem10f")
plot(dir10, main = "dir10")
plot(drain10, main = "drain10")
#plot(ht1000, main = "ht1000")
plot(hillslope, main = "hillslope")
plot(roads, main = "roads")
#plot(shade10, main = "shade10")
plot(slope10, main = "slope10")
plot(streams, main = "streams")
plot(topidx10, main = "topidx10")
#plot(xmap, main = "xmap")
#plot(ymap, main = "ymap")
plot(soilstaticmap, main = "Static Soil Input", zlim = c(0,26))
plot(soilssurgo, main = "SSURGO Soil Input", zlim = c(0,26))
plot(soildsm, main = "RSS Soil Input", zlim = c(0,26))
plot(veg, main = "NLCD Veg Input")
New Soil Map Figure
## plot 3 rasters with common legend, legend should only be integers shown in rastersQuick map creation for WS7 soil moisture data display
ws7demcrop <- crop(resampleddem,x[27,])
ws7demcrop <- mask(ws7demcrop,x[27,])
plot(ws7demcrop)
Observedws7SMLocationsnt <- read_sf("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1305.19/1305.kml")
Observedws7SMLocations <- st_transform(Observedws7SMLocationsnt, crs(dem10))
Newsoilmoisturelocationsnt<- read_sf(newsmlocations)
Newsoilmoisturelocations<- st_transform(Newsoilmoisturelocationsnt, crs(dem10))
colorramp<- viridis(1028)
{plot(ws7demcrop, col = colorramp, main = "Coweeta Observed Soil Moisture Locations WS32", legend.args=list(text="Elevation(m)", side = 3, line = 2))
points(c(Observedws7SMLocations[[3]][[3]][1],Observedws7SMLocations[[3]][[4]][1],Observedws7SMLocations[[3]][[5]][1]), c(Observedws7SMLocations[[3]][[3]][2],Observedws7SMLocations[[3]][[4]][2],Observedws7SMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}
Show Observed Soil Moisture Locations
ObservedSMLocationsnt <- read_sf("C:/Users/Carlos/Desktop/ORISE/Soil Moisture Data/CW/knb-lter-cwt.1308.19/1308.kml")
ObservedSMLocations <- st_transform(ObservedSMLocationsnt, crs(dem10))
Newsoilmoisturelocationsnt<- read_sf(newsmlocations)
Newsoilmoisturelocations<- st_transform(Newsoilmoisturelocationsnt, crs(dem10))
colorramp<- viridis(1028)
{plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
}
{plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations WS32", legend.args=list(text="Elevation(m)", side = 3, line = 2))
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}
ObservedSMLocations$Name[3]## [1] "132 plot center"ObservedSMLocations[[3]][[3]]## POINT (275432.6 3881522)ObservedSMLocations$Name[4]## [1] "232 plot center"ObservedSMLocations[[3]][[4]]## POINT (275578.2 3881429)ObservedSMLocations$Name[5]## [1] "332 plot center"ObservedSMLocations[[3]][[5]]## POINT (275760.9 3881284)matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 3)## [,1] [,2] [,3]
## [1,] "132 plot center" "275432.649744231" "3881522.05364127"
## [2,] "232 plot center" "275578.214010129" "3881428.55011708"
## [3,] "332 plot center" "275760.864807773" "3881284.18476691"library(mapview)
Coweeta <- st_read(watershedshapefile)## Reading layer `Coweeta_Hydrologic_Laboratory' from data source
## `C:\Users\Carlos\Documents\GitHub\RHESSys74-R-Markdown\input_files\shapefiles\watersheds\Coweeta_Hydrologic_Laboratory.shp'
## using driver `ESRI Shapefile'
## Simple feature collection with 27 features and 5 fields
## Geometry type: POLYGON
## Dimension: XY
## Bounding box: xmin: 273971.1 ymin: 3877997 xmax: 279140.9 ymax: 3883954
## Projected CRS: NAD83 / UTM zone 17Nmapview(Coweeta, label = Coweeta$WS, alpha.regions = 0.1, alpha = 1) +
mapview(ObservedSMLocations[3:5,]) par(mfrow=c(1,2),mar=c(2, 3, 2, 5))
{plot(dem10, col = colorramp, main = "WS32", legend.args=list(text=" Elevation(m)", side = 3, line = 2, cex = 0.8))
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}
{plot(ws7demcrop, col = colorramp, main = "WS7", legend.args=list(text=" Elevation(m)", side = 3, line = 2, cex = 0.8))
points(c(Observedws7SMLocations[[3]][[3]][1],Observedws7SMLocations[[3]][[4]][1],Observedws7SMLocations[[3]][[5]][1]), c(Observedws7SMLocations[[3]][[3]][2],Observedws7SMLocations[[3]][[4]][2],Observedws7SMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)
points(st_coordinates(Newsoilmoisturelocations), pch =21, col = "black", bg = "green", lwd = 1)
legend("topright", legend = c("Legacy","New"), pch = 20, col= c("red","green"), cex = 1.2)
}
par(mfrow=c(1,1))Display Observed and Simulated Soil Moisture
## Extract values for single date
displayday <- singleruntest$pd[which(singleruntest$pd$date=="2018-10-21")]
## reclassify all patches to na and then reclassify to model output values
reclass_all<- c(-2147483648, 2147483647,NA)
reclass_allm<- matrix(reclass_all, ncol = 3, byrow = TRUE)
displaydaypatches<- reclassify(patches,reclass_allm)
displayday$calculatedrzsm <- displayday$rz_storage/displayday$root.depth
reclass_displayday <- cbind(displayday$patchID,displayday$calculatedrzsm)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches<- reclassify(patches,reclass_displayday)
## Plot Spatial Data Output for RZ Storage
#plot(displaydaypatches, xlim = c(280900,282500), ylim = c(4870000,4872000))
{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$root.depth)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches2<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches2,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 root.depth Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$rz_storage)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches3<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches3,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 rz_storage Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$sat_def)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches4<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches4,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 saturation deficit Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$rz_field_capacity/1000)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches5<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches5,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Field Capacity for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
## Plot Hydrograph
{hydrograph(input=singleruntest$bd, streamflow=singleruntest$bd$observedstreamflow, streamflow2 = singleruntest$bd$streamflow, timeSeries = singleruntest$bd$date, precip = singleruntest$bd$streamflow,
P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}
### end show patch map
patchnumbers<- raster::extract(patches,matrix(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 2))
ObserveSoilMoisturePatches <- matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2],patchnumbers), nrow = 3, ncol = 4)
## Extract values for a single patch, select patch ID
ObserveSoilMoisturePatches[1,4]## [1] "136557"displaypatch<- singleruntest$pd[which(singleruntest$pd$patchID==ObserveSoilMoisturePatches[1,4])]
ObserveSoilMoisturePatches[2,4]## [1] "141942"displaypatch2<- singleruntest$pd[which(singleruntest$pd$patchID==ObserveSoilMoisturePatches[2,4])]
ObserveSoilMoisturePatches[3,4]## [1] "149478"displaypatch3<- singleruntest$pd[which(singleruntest$pd$patchID==ObserveSoilMoisturePatches[3,4])]
plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #147322', ylim = c(0,.4))
{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", ylim = c(0,.4), col = 'darkorange', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patches",
xlab = "Date", ylab = "Soil Moisture mm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A,type = "l", col = 'darkred')
lines(smws32_3mean$Group.1,smws32_3mean$smois30A,type = "l", col = 'blue')
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'red', lty = 2)
lines(displaypatch2$date,(displaypatch2$rz_storage/displaypatch2$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'green', lty = 2)
lines(displaypatch3$date,(displaypatch3$rz_storage/displaypatch3$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'black', lty = 2)
legend("bottomleft",inset = .01, legend=c("Observed Patch 1","Predicted Patch 1","Observed Patch 2","Predicted Patch 2","Observed Patch 3","Predicted Patch 3"), col=c("darkorange", "red","darkred","green","blue","black"), lty=c(1,2,1,2,1,2))}
{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patch #154914",
xlab = "Date", ylab = "Soil Moisture mm")
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}
#
#obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
#obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
#obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]
#obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]
head(obsws32cal)## Date flow discharge_mm observedstreamflow
## 22961 2017-01-01 2.30 2.172645 2.172645
## 22962 2017-01-02 3.04 2.871669 2.871669
## 22963 2017-01-03 2.72 2.569388 2.569388
## 22964 2017-01-04 2.11 1.993165 1.993165
## 22965 2017-01-05 1.92 1.813686 1.813686
## 22966 2017-01-06 1.81 1.709777 1.709777head(obsws32val)## Date flow discharge_mm observedstreamflow
## 23311 2017-12-17 2.14 2.021504 2.021504
## 23312 2017-12-18 2.27 2.144306 2.144306
## 23313 2017-12-19 2.23 2.106521 2.106521
## 23314 2017-12-20 3.39 3.202289 3.202289
## 23315 2017-12-21 2.74 2.588281 2.588281
## 23316 2017-12-22 2.60 2.456033 2.456033head(obsws32smcal)## Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 1 2017-01-01 2.30 2.172645 2.172645 0.2194375 0.2468125
## 2 2017-01-02 3.04 2.871669 2.871669 0.2241528 0.2509896
## 3 2017-01-03 2.72 2.569388 2.569388 0.2184132 0.2409236
## 4 2017-01-04 2.11 1.993165 1.993165 0.1952743 0.2236250
## 5 2017-01-05 1.92 1.813686 1.813686 0.1825451 0.2149410
## 6 2017-01-06 1.81 1.709777 1.709777 0.1745729 0.2097500
## smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 1 0.1988021 0.2463715 0.2162465 0.2141181 0.2191528
## 2 0.2243646 0.2737917 0.2244410 0.2392847 0.2239028
## 3 0.2177813 0.2657361 0.2209722 0.2291771 0.2154028
## 4 0.1993090 0.2483194 0.2058437 0.2039549 0.1967431
## 5 0.1845556 0.2335799 0.1972882 0.1883021 0.1870486
## 6 0.1744132 0.2231181 0.1914861 0.1774236 0.1808646
## smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 1 0.1775868 0.2830729 0.2573576 0.2625312 0.2399167
## 2 0.2186528 0.2833924 0.2626007 0.2942917 0.2684410
## 3 0.2180486 0.2697604 0.2480833 0.2926944 0.2704132
## 4 0.1968403 0.2399167 0.2206285 0.2794965 0.2609514
## 5 0.1786215 0.2264861 0.2081111 0.2668299 0.2512847
## 6 0.1669340 0.2187014 0.2009896 0.2569028 0.2437292
## mergedsoilmoisture
## 1 0.2317839
## 2 0.2490255
## 3 0.2422839
## 4 0.2225752
## 5 0.2099661
## 6 0.2015738head(obsws32smval)## Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 351 2017-12-17 2.14 2.021504 2.021504 0.1181493 0.2395313
## 352 2017-12-18 2.27 2.144306 2.144306 0.1165625 0.2392708
## 353 2017-12-19 2.23 2.106521 2.106521 0.1135139 0.2332326
## 354 2017-12-20 3.39 3.202289 3.202289 0.1484514 0.2609861
## 355 2017-12-21 2.74 2.588281 2.588281 0.1391528 0.2532083
## 356 2017-12-22 2.60 2.456033 2.456033 0.1312049 0.2428194
## smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 351 0.1677882 0.2054826 0.1575382 0.1352778 NA
## 352 0.1635625 0.2064132 0.1605903 0.1370000 NA
## 353 0.1600174 0.2057812 0.1585660 0.1363750 NA
## 354 0.1844479 0.2319132 0.1872778 0.1721458 NA
## 355 0.2092639 0.2517917 0.1925139 0.1736111 NA
## 356 0.1954965 0.2400937 0.1847604 0.1649479 NA
## smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 351 0.09663194 0.2347188 0.1869757 0.2350000 0.2169896
## 352 0.09784375 0.2385694 0.1832847 0.2350000 0.2167847
## 353 0.09828472 0.2289757 0.1792153 0.2350000 0.2160000
## 354 0.12405208 0.2609826 0.2203681 0.2421354 0.2173993
## 355 0.14059028 0.2525278 0.2136979 0.2712326 0.2365937
## 356 0.13011806 0.2397049 0.1995382 0.2683160 0.2404201
## mergedsoilmoisture
## 351 0.1812803
## 352 0.1813529
## 353 0.1786329
## 354 0.2045600
## 355 0.2121985
## 356 0.2034018#subset Validation range based on Val Dates set by available SM data
validationsubset <- singleruntest$bd[singleruntest$bd$date >= Valdates[1] & singleruntest$bd$date <= Valdates[2], ]
## Fit tests for streamflow
NSE(validationsubset$streamflow,validationsubset$observedstreamflow)## [1] 0.5862005NSE(validationsubset$streamflow,validationsubset$observedstreamflow, FUN=log, epsilon = "Pushpalatha2012", na.rm=TRUE)## [1] 0.7856242nse_value <- NSE(log(validationsubset$streamflow + 1), log(validationsubset$observedstreamflow + 1), na.rm = TRUE)
KGE(validationsubset$streamflow,validationsubset$observedstreamflow)## [1] 0.5909243plot(validationsubset$streamflow~validationsubset$date, type = "l", col = 'red')
lines(validationsubset$observedstreamflow~validationsubset$date)
# Plot Observed and Predicted Streamflow
{plot(validationsubset$date,validationsubset$streamflow, type = 'l', lty = 2, col = 'RED', main = "Streamflow")
lines(validationsubset$date,validationsubset$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}
{plot(singleruntest$bd$date,singleruntest$bd$streamflow, type = 'l', lty = 2, col = 'RED', main = "Streamflow")
lines(singleruntest$bd$date,singleruntest$bd$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}
#Plot Model RZ SM outputs for patch
{plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
lines(displaypatch$date,(displaypatch$rz_field_capacity/displaypatch$root.depth), type = "l", col = "blue")
lines(displaypatch$date,(displaypatch$rz_wilting_point/displaypatch$root.depth), type = "l", col = "red")
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}
Setup RHESSys Calibration, CLHS used to reduce amount of samples processed
The model calibrates over the following parameters.
M - Decay of hydraulic conductivity with depth K - Hydraulic conductivity at the surface Sd - soil depth Mv - Vertical decay of hydraulic conductivity with depth Kv - Vertical hydraulic conductivity at the surface GW1 - Saturated to Groundwater Coefficient GW2 - Groundwater Loss Coefficient
Parameter & Typical Range from RHESSys Wiki
M - .01 - 20 K - 1 - 600 GW1 - .001 - .3 GW2 - .01 - .9
" In order to generate an adequate sample across the full range for each parameter, values from .001 - .01, values from .01 - 1, and values over 1 should be generated separately. The m and K parameters are multipliers on the initial values set for m and K (values assigned to the m and K maps)." - Taken from RHESSys Wiki
Additional Calibration Parameters are available natively although they are not as well documented
pa - multiplier to scale the pore size index po - multiplier to scale the psi air entry
vseng1 - multiplies specific leaf areas vseng2 - multiplies the ratio of shaded to sunlit leaf area vseng3 - Multiplier used only with the Dickenson algorithm of carbon allocation (set with the epc.allocation_flag variable in the vegetation definition file). It changes the allocation of net photosynthate sensitivity based on the current LAI. If not using the Dickenson strategy of carbon allocation (i.e. using Waring or default Constant strategies), set third value to 1.0. (i.e. -vgsen 1.0 2.0 1.0)
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# number of samples for full data space
fs <- 10000
# number of samples to calibrate over, 100 samples take approx 40 mins in base R and 1 hour in rmarkdown
n <- 200
# create data frame
d <- data.frame(
m = runif(fs, min=0.5, max=5),
k = runif(fs, min=0.5, max=60),
soil_dep = runif(fs, min=0.1, max=0.5),
m_v = runif(fs, min=0.5, max=15),
k_v = runif(fs, min=0.5, max=15),
gw1 = runif(fs, min=0.1, max=0.3),
gw2 = runif(fs, min=0.1, max=0.6),
pa = runif(fs, min=0.1, max=1.0),
po = runif(fs, min=1.0, max=2.0),
vgseng1 = runif(fs, min=0.1, max=2.0),
vgseng2 = runif(fs, min=0.1, max=2.0),
vgseng3 = runif(fs, min=0.1, max=2.0))
# marginal distributions, for analysis
m <- melt(d)## No id variables; using all as measure variablesbwplot(variable ~ value, data = m, par.settings = tactile.theme(), main = "distribution of calibration parameters before clhs subsetting")
# cLHS subset
s <- clhs(d, size = n, simple = TRUE, use.cpp = TRUE)
# combine full dataset + subset
g <- make.groups(full = d, cLHS = d[s, ])
# create new list
params<- d[s, ]
params[1:5,]## m k soil_dep m_v k_v gw1 gw2
## 6493 2.5534728 1.866908 0.2087344 3.800381 9.793909 0.2545618 0.2858636
## 466 3.8098176 3.126209 0.3970985 1.619299 8.243742 0.2901599 0.5277938
## 6295 4.2527635 24.727273 0.2918301 11.527920 8.559871 0.2312495 0.3142079
## 2815 0.7088523 47.053684 0.1174446 13.923420 1.954047 0.1626585 0.2590413
## 7572 3.9365604 30.462042 0.2913858 9.988511 6.460736 0.2727768 0.2118376
## pa po vgseng1 vgseng2 vgseng3
## 6493 0.2342046 1.628740 1.7394430 0.5882210 1.6617173
## 466 0.7220704 1.977545 1.7901571 1.2867980 1.8512763
## 6295 0.5031845 1.086542 0.3394788 0.6208617 0.3813448
## 2815 0.2963404 1.270124 0.9287538 0.5740086 0.6263211
## 7572 0.3377163 1.195269 0.2559894 0.1252869 1.7815917## Quick and dirty way to include "uncalibrated" result to test against, groundwater model still included for now, unsure of what to do with parameters for gw
## params[1,] = c(1,1,1,1,1,0,0)
## did not produce significantly different result
#write param table to specific text file if file does not exist
## if name is not changed then old table is used
# paramtablename = "out/cwparamtable021723.txt"
####WORKING
### WORKING
### WORKING
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"##
##UNCOMMENT TO WRITE NEW PARAMS
## write.table(params, file = "out/cwparamtable091923.txt")
###
### writes new params table with todays date to a text file
#write.table(params, file = paste("out/cwparamtable",format(Sys.Date(),"%m%d%y"),".txt",sep = ""))
## reads in specific params file, used for keeping input params constant for analysis
## do not rewrite file if it exits
#{if (file.exists("out/cwparamtable102522.txt"))
# print("text")}
#params <- read.table(file = "out/cwparamtable102522.txt")
#params <- read.table(file = "out/cwparamtable032823.txt")
params <- read.table(file = "out/cwparamtable091923.txt")
# prepare RHESSys for run
params<- as.data.frame(params)
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32dsm",
flowtable = "CWWS32dsm1.flow",
start = "2013 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32",
commandline_options = c("-b"))
#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")Run RHESSys n times sequentially
NO LONGER USED
Run RHESSys in Parallel using the foreach package, leaving 4 cores available for other tasks
Takes about 1 hour for 100 runs at 10x10m Daily WS32.
NO LONGER USED
Prepare Static Inputs
# prepare RHESSys for run
params<- as.data.frame(params)
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32static",
flowtable = "CWWS32static1.flow",
start = "2013 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32static",
commandline_options = c("-b"))
#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")Modify for MCMC
Run RHESSys Calibration with Static Maps
Prepare SSURGO Inputs
# prepare RHESSys for run
params<- as.data.frame(params)
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32ssurgo",
flowtable = "CWWS32ssurgo1.flow",
start = "2013 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32ssurgo",
commandline_options = c("-b"))
#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")Modify for MCMC
Run RHESSys with SSURGO Maps
Prepare DSM Inputs
# prepare RHESSys for run
params<- as.data.frame(params)
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32dsm",
flowtable = "CWWS32dsm1.flow",
start = "2013 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32dsm",
commandline_options = c("-b"))
#commandline_options = c("-b -p 1 128 154914 154914 ")) <- Patch Specific Output
## must incorporate single patch output or local patch output for the purposes of calibration
## make sure to run calibration with no modifiers or 1 for everything except gw1 and gw2
## must refine calibration to do multiple steps, first gw1 gw2, then other variables
## multi point calibration and validation
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = c("defs/lu_undev.def","defs/lu_agriculture.def","defs/lu_raingarden.def","defs/lu_urban.def"),
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")Modify for MCMC
Run RHESSys with RSS Maps
Read in RHESSys Calibration Outputs and Plot
Calibration is performed using GLUE methodology and Nash-Sutcliffe Model Efficiency (NSE), Log-Normal Nash-Sutcliffe Model Efficiency (lnNSE), and Kling-Gupta Efficiency (KGE).
setwd(system.file("extdata/", package = "RHESSysIOinR"))
testoutput<- readin_rhessys_output("out/cwws32_run200")
# Read in RHESSys Calibration runs
for(i in 1:n) { assign(paste0("cwws32_run",i), readin_rhessys_output(paste0("out/cwws32_run",i)))}
#Prepare observed Streamflow data
obsws32$Date<- as.Date(obsws32$Date)
## plot observed data for period of record and calibration/validation periods as defined by SM data
{plot(obsws32$Date,obsws32$discharge_mm, type = 'l', xlim=c(as.Date(input_rhessys$start_date, "%Y%m%d"),as.Date(input_rhessys$end_date, "%Y%m%d")),ylab = "Observed Discharge mm/d", xlab = "Date", main = "Observed Streamflow Discharge for period of time model is run")
abline(v=as.Date(Caldates[1]), col = 'red', lwd = 2, lty = 2)
abline(v=as.Date(Caldates[2]), col = 'red', lwd = 2, lty = 2)
abline(v=as.Date(Valdates[1]), col = 'blue', lwd = 2, lty = 5)
abline(v=as.Date(Valdates[2]), col = 'blue', lwd = 2, lty = 5)
legend("topright",inset = 0.05, legend=c("Calibration","Validation"), col=c("red","blue"), lty=1)}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:n) { assign(paste0("simmerge",i), merge(obsws32,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("calsubset",i),eval(parse(text = paste0("simmerge",i)))[eval(parse(text = paste0("simmerge",i,"$Date"))) >= Caldates[1] & eval(parse(text = paste0("simmerge",i,"$Date"))) <= Caldates[2], ])
assign(paste0("valsubset",i),eval(parse(text = paste0("simmerge",i)))[eval(parse(text = paste0("simmerge",i,"$Date"))) >= Valdates[1] & eval(parse(text = paste0("simmerge",i,"$Date"))) <= Valdates[2], ])}
for(i in 1:n) { assign(paste0("simmergesm",i), merge(obsws32sm,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("calsubsetsm",i),eval(parse(text = paste0("simmergesm",i)))[eval(parse(text = paste0("simmergesm",i,"$Date"))) >= Caldates[1] & eval(parse(text = paste0("simmergesm",i,"$Date"))) <= Caldates[2], ])
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("simmergesm",i)))[eval(parse(text = paste0("simmergesm",i,"$Date"))) >= Valdates[1] & eval(parse(text = paste0("simmergesm",i,"$Date"))) <= Valdates[2], ])}
# simmerge1<- merge(obsws32,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE)
#simmergesm1<- merge(observedsubsetsm,eval(parse(text = paste0("cwws32_run",i,"$bd"))), by.x = "Date", by.y="date", all = FALSE)
#subset observed data to calibration dates
# calsubset <- eval(parse(text = paste0("simmerge",i)))[eval(parse(text = paste0("simmerge",i,"$Date"))) >= Caldates[1] & eval(parse(text = paste0("simmerge",i,"$Date"))) <= Caldates[2], ]
#calsubsetsm <- observedsubsetsm[observedsubsetsm$Date >= Caldates[1] & observedsubsetsm$Date <= Caldates[2], ]Calculate calibration performance metrics
setwd(system.file("extdata/", package = "RHESSysIOinR"))
NSElist<- c()
lnNSElist<- c()
KGElist<- c()
smNSElist<- c()
smlnNSElist<- c()
smKGElist<- c()
for(i in 1:n) { assign(paste0("NSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("simmerge",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("simmerge",i,"$observedstreamflow")))) ))
NSElist[[i]]<- eval(parse(text = paste0("NSEobs",i))) }
for(i in 1:n) { assign(paste0("lnNSEobs",i), NSE( sim = as.numeric(eval(parse(text = paste0("simmerge",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("simmerge",i,"$observedstreamflow")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
lnNSElist[[i]]<- eval(parse(text = paste0("lnNSEobs",i))) }
for(i in 1:n) { assign(paste0("KGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("simmerge",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("simmerge",i,"$observedstreamflow"))))))
KGElist[[i]]<- eval(parse(text = paste0("KGEobs",i))) }
for(i in 1:n) { assign(paste0("smNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("simmergesm",i,"$rz_storage","/simmergesm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("simmergesm",i,"$mergedsoilmoisture"))))))
smNSElist[[i]]<- eval(parse(text = paste0("smNSEobs",i))) }
for(i in 1:n) { assign(paste0("smlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("simmergesm",i,"$rz_storage","/simmergesm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("simmergesm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
smlnNSElist[[i]]<- eval(parse(text = paste0("smlnNSEobs",i))) }
for(i in 1:n) { assign(paste0("smKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("simmergesm",i,"$rz_storage","/simmergesm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("simmergesm",i,"$mergedsoilmoisture"))))))
smKGElist[[i]]<- eval(parse(text = paste0("smKGEobs",i))) }
## modified for calsubset
calNSElist<- c()
callnNSElist<- c()
calKGElist<- c()
calsmNSElist<- c()
calsmlnNSElist<- c()
calsmKGElist<- c()
for(i in 1:n) { assign(paste0("cNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("calsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("calsubset",i,"$observedstreamflow")))) ))
calNSElist[[i]]<- eval(parse(text = paste0("cNSEobs",i))) }
for(i in 1:n) { assign(paste0("clnNSEobs",i), NSE( sim = as.numeric(eval(parse(text = paste0("calsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("calsubset",i,"$observedstreamflow")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
callnNSElist[[i]]<- eval(parse(text = paste0("clnNSEobs",i))) }
for(i in 1:n) { assign(paste0("cKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("calsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("calsubset",i,"$observedstreamflow"))))))
calKGElist[[i]]<- eval(parse(text = paste0("cKGEobs",i))) }
for(i in 1:n) { assign(paste0("csmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$rz_storage","/calsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$mergedsoilmoisture"))))))
calsmNSElist[[i]]<- eval(parse(text = paste0("csmNSEobs",i))) }
for(i in 1:n) { assign(paste0("csmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$rz_storage","/calsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
calsmlnNSElist[[i]]<- eval(parse(text = paste0("csmlnNSEobs",i))) }
for(i in 1:n) { assign(paste0("csmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$rz_storage","/calsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("calsubsetsm",i,"$mergedsoilmoisture"))))))
calsmKGElist[[i]]<- eval(parse(text = paste0("csmKGEobs",i))) }
## modified for val subset
valNSElist<- c()
vallnNSElist<- c()
valKGElist<- c()
valsmNSElist<- c()
valsmlnNSElist<- c()
valsmKGElist<- c()
for(i in 1:n) { assign(paste0("vNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("valsubset",i,"$observedstreamflow")))) ))
valNSElist[[i]]<- eval(parse(text = paste0("vNSEobs",i))) }
for(i in 1:n) { assign(paste0("vlnNSEobs",i), NSE( sim = as.numeric(eval(parse(text = paste0("valsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("valsubset",i,"$observedstreamflow")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
vallnNSElist[[i]]<- eval(parse(text = paste0("vlnNSEobs",i))) }
for(i in 1:n) { assign(paste0("vKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valsubset",i,"$streamflow")))), obs = as.numeric(eval(parse(text = paste0("valsubset",i,"$observedstreamflow"))))))
valKGElist[[i]]<- eval(parse(text = paste0("vKGEobs",i))) }
for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:n) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
valsmKGElist[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
NSElist[1:5]## [[1]]
## [1] 0.3848688
##
## [[2]]
## [1] 0.4488434
##
## [[3]]
## [1] 0.4000872
##
## [[4]]
## [1] 0.5902464
##
## [[5]]
## [1] 0.4816465KGElist[1:5]## [[1]]
## [1] 0.3599306
##
## [[2]]
## [1] 0.4447929
##
## [[3]]
## [1] 0.3713981
##
## [[4]]
## [1] 0.578863
##
## [[5]]
## [1] 0.4360842lnNSElist[1:5]## [[1]]
## [1] 0.2804947
##
## [[2]]
## [1] 0.2524737
##
## [[3]]
## [1] 0.1779335
##
## [[4]]
## [1] 0.5016222
##
## [[5]]
## [1] 0.3297504Reduce(max, NSElist)## [1] 0.6178649Reduce(max, lnNSElist)## [1] 0.5730713Reduce(max, KGElist)## [1] 0.728915Reduce(max, smNSElist)## [1] 0.4967475Reduce(max, smlnNSElist)## [1] 0.5008508Reduce(max, smKGElist)## [1] 0.5188719which(NSElist == Reduce(max, NSElist), arr.ind=TRUE)## [1] 24which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE)## [1] 167which(KGElist == Reduce(max, KGElist), arr.ind=TRUE)## [1] 24which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE)## [1] 178which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE)## [1] 152which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE)## [1] 90paramtable<- read.table(file = "out/cwparamtable091923.txt")
paramtable[which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 1972 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
## po vgseng1 vgseng2 vgseng3
## 1972 1.485481 1.607953 1.504618 1.179773paramtable[which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 9304 1.149045 34.44719 0.4785575 12.64039 2.16469 0.2550246 0.3436889 0.6749858
## po vgseng1 vgseng2 vgseng3
## 9304 1.393753 1.478127 1.734071 1.072606paramtable[which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 1972 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
## po vgseng1 vgseng2 vgseng3
## 1972 1.485481 1.607953 1.504618 1.179773paramtable[which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 1102 2.241518 43.40689 0.489584 4.79811 1.403241 0.1339848 0.4134777 0.7102452
## po vgseng1 vgseng2 vgseng3
## 1102 1.596645 1.962048 0.4099895 0.7825564paramtable[which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2
## 2017 4.777016 3.907668 0.2098907 5.644302 2.802654 0.2790358 0.5774347
## pa po vgseng1 vgseng2 vgseng3
## 2017 0.1203709 1.284212 1.012549 1.262797 1.088251paramtable[which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2
## 3422 1.581785 41.12945 0.1776117 8.11574 0.8713272 0.2477113 0.4291277
## pa po vgseng1 vgseng2 vgseng3
## 3422 0.3913392 1.85424 1.459184 1.799894 1.381696# paramtable[7,]
###plot all data for GLUE
paramtable$run<- seq.int(nrow(paramtable))
paramtable$rowname<- row.names(paramtable)
paramtable$NSE<- NSElist
paramtable$lnNSE<- lnNSElist
paramtable$KGE<- KGElist
paramtable$smNSE<- smNSElist
paramtable$smlnNSE<- smlnNSElist
paramtable$smKGE<- smKGElist
#add in calibration values
paramtable$calNSE<- calNSElist
paramtable$callnNSE<- callnNSElist
paramtable$calKGE<- calKGElist
paramtable$calsmNSE<- calsmNSElist
paramtable$calsmlnNSE<- calsmlnNSElist
paramtable$calsmKGE<- calsmKGElist
#add in validation values
paramtable$valNSE<- valNSElist
paramtable$vallnNSE<- vallnNSElist
paramtable$valKGE<- valKGElist
paramtable$valsmNSE<- valsmNSElist
paramtable$valsmlnNSE<- valsmlnNSElist
paramtable$valsmKGE<- valsmKGElist
paramtable<- as.data.frame(lapply(paramtable,unlist))
write.table(paramtable, file = "out/dsmcalibrationoutput1023.txt")
top100<- paramtable[order(-paramtable$lnNSE),][1:100,]
top100$run## [1] 167 24 124 193 125 38 164 77 79 170 44 87 93 4 45 88 94 134
## [19] 7 49 159 92 123 190 10 197 73 106 119 17 16 184 116 54 9 40
## [37] 113 90 130 42 20 35 115 132 52 114 31 156 70 183 41 194 107 153
## [55] 74 6 37 148 82 195 189 8 67 174 25 180 60 187 57 141 55 32
## [73] 22 179 178 89 111 146 131 75 66 157 50 139 166 100 43 158 103 30
## [91] 168 98 163 63 11 78 185 5 144 176### use values from top 100 run to table of daily streamflow predictions, for each day predict 95% prediction interval and mean then plot
#subset streamflow value for each day - day 1 day 2 etc
#put all values into a table
top100[["run"]]## [1] 167 24 124 193 125 38 164 77 79 170 44 87 93 4 45 88 94 134
## [19] 7 49 159 92 123 190 10 197 73 106 119 17 16 184 116 54 9 40
## [37] 113 90 130 42 20 35 115 132 52 114 31 156 70 183 41 194 107 153
## [55] 74 6 37 148 82 195 189 8 67 174 25 180 60 187 57 141 55 32
## [73] 22 179 178 89 111 146 131 75 66 157 50 139 166 100 43 158 103 30
## [91] 168 98 163 63 11 78 185 5 144 176toppredictions<- data.frame(cwws32_run1$bd$date)
for (i in top100$run){
# print(i)
toppredictions[,ncol(toppredictions)+1] <- eval(parse(text=paste0("cwws32_run",i,"$bd$streamflow")))
colnames(toppredictions)[ncol(toppredictions)] <- paste0("stream",i)
}
head(toppredictions[1:5,])## cwws32_run1.bd.date stream167 stream24 stream124 stream193 stream125 stream38
## 1 2015-11-01 6.113931 6.594585 8.113163 7.073799 6.309990 5.988329
## 2 2015-11-02 6.901676 7.646005 8.433114 7.761044 6.829618 7.012077
## 3 2015-11-03 6.504389 6.967846 6.419523 6.714735 6.333937 6.837520
## 4 2015-11-04 6.088305 6.363171 5.917780 6.278028 6.012242 6.357934
## 5 2015-11-05 5.922484 6.106024 5.977162 6.202704 5.939425 6.118490
## stream164 stream77 stream79 stream170 stream44 stream87 stream93 stream4
## 1 6.984222 7.433490 7.159396 7.429182 7.815000 7.127596 7.652825 5.842435
## 2 7.861910 8.466291 8.232419 8.321904 8.532009 7.900594 7.931797 6.741473
## 3 7.166190 7.412624 7.452674 7.022610 7.149839 6.973281 6.369042 6.628748
## 4 6.619750 6.894016 6.970146 6.497818 6.562765 6.450956 5.954925 6.124848
## 5 6.413630 6.809460 6.851620 6.388734 6.468302 6.294710 6.013697 5.870624
## stream45 stream88 stream94 stream134 stream7 stream49 stream159 stream92
## 1 9.907536 7.042568 8.737248 5.189637 5.802666 5.483942 6.188106 5.508329
## 2 8.777907 7.794478 9.288943 6.250559 6.314121 6.039957 6.623997 6.085335
## 3 5.061316 7.117351 6.562182 6.289519 5.712584 5.701937 5.812451 5.902698
## 4 4.767384 6.599257 5.959505 6.059853 5.438346 5.403845 5.411263 5.625013
## 5 5.228808 6.438698 6.026241 6.116673 5.396109 5.310514 5.323903 5.494798
## stream123 stream190 stream10 stream197 stream73 stream106 stream119 stream17
## 1 8.015195 7.642522 5.810348 8.324674 5.886979 7.196991 7.004775 8.228618
## 2 8.597431 8.516209 6.283355 8.902487 6.359672 7.535126 8.165510 9.116795
## 3 7.059461 7.284183 5.773211 7.202543 5.758999 6.250861 7.776038 7.287182
## 4 6.538297 6.792110 5.569719 6.548096 5.491818 5.804513 7.131986 6.570090
## 5 6.533029 6.773628 5.565164 6.441450 5.461263 5.758429 6.787961 6.383223
## stream16 stream184 stream116 stream54 stream9 stream40 stream113 stream90
## 1 7.593254 7.162543 5.310037 6.166138 6.155053 5.799110 5.479052 5.379613
## 2 8.719006 7.772784 6.410323 6.824743 7.078033 6.630725 6.066291 6.082442
## 3 7.234195 6.904436 6.474094 6.277195 6.729852 6.555253 5.898332 5.892371
## 4 6.607523 6.471014 6.078094 5.930074 6.216640 6.076416 5.629453 5.557885
## 5 6.444715 6.388601 5.766701 5.808428 5.961692 5.887825 5.515145 5.385270
## stream130 stream42 stream20 stream35 stream115 stream132 stream52 stream114
## 1 5.700737 5.848792 9.372212 7.755206 8.141108 5.585143 5.727046 6.038886
## 2 6.540683 6.498364 9.221673 8.698569 8.617215 6.572042 6.052855 6.892652
## 3 6.253266 6.220156 7.859815 7.684138 7.113958 6.612275 5.392139 6.521739
## 4 5.865478 5.890515 7.610127 7.016537 6.614846 6.158987 5.168379 6.185247
## 5 5.635834 5.776380 7.693613 6.744694 6.575992 5.861988 5.183988 6.035895
## stream31 stream156 stream70 stream183 stream41 stream194 stream107 stream153
## 1 7.980586 6.346441 7.911017 6.341979 8.172451 5.356919 7.652536 6.991748
## 2 9.101074 6.614423 8.646042 7.124600 8.847381 5.812456 8.979285 7.559793
## 3 7.911456 5.757371 7.508542 6.850605 7.283982 5.627902 8.143269 6.788572
## 4 7.243754 5.530017 6.881890 6.495999 6.741584 5.383677 7.502938 6.415916
## 5 7.104190 5.577314 6.705014 6.342692 6.702228 5.333545 7.259635 6.353722
## stream74 stream6 stream37 stream148 stream82 stream195 stream189 stream8
## 1 4.575716 5.708920 6.005252 5.983225 7.126307 8.478084 6.284652 7.920990
## 2 5.126497 6.212651 6.706963 6.802451 8.201542 8.793018 6.400941 8.181164
## 3 5.048442 6.079477 6.374809 6.600827 7.767013 6.374521 5.431525 6.534030
## 4 4.599347 5.817175 5.998894 6.165042 7.092179 5.864333 5.213612 6.040175
## 5 4.421382 5.763625 5.892953 6.002372 6.752678 5.923365 5.281103 5.978416
## stream67 stream174 stream25 stream180 stream60 stream187 stream57 stream141
## 1 6.103762 5.447739 6.676165 6.213840 8.288123 5.300269 6.131937 8.195694
## 2 6.715562 6.049788 7.047808 7.217799 9.268411 5.678419 6.775552 9.118136
## 3 6.441661 5.893378 6.356216 7.118875 7.394319 5.465533 6.543355 7.812936
## 4 6.103951 5.634271 6.132165 6.568154 6.685970 5.260066 6.205547 7.189869
## 5 5.986224 5.489724 6.140851 6.290192 6.506854 5.229442 6.163727 7.049222
## stream55 stream32 stream22 stream179 stream178 stream89 stream111 stream146
## 1 5.661633 8.233836 6.917142 7.219394 5.365746 11.971486 7.951376 6.834508
## 2 6.319245 8.731782 7.366060 8.049607 5.671319 11.145250 8.417580 7.252235
## 3 6.071088 7.112052 6.851406 7.271308 5.376315 6.187646 7.178623 6.614928
## 4 5.770319 6.623368 6.533794 6.751116 5.148600 5.586313 6.711570 6.274469
## 5 5.628841 6.585635 6.470360 6.568866 5.164836 6.029001 6.652777 6.202091
## stream131 stream75 stream66 stream157 stream50 stream139 stream166 stream100
## 1 6.422213 6.171576 5.363736 7.310706 7.343505 7.092364 7.924627 5.534491
## 2 7.002827 6.893606 5.593256 7.455831 7.603506 8.194708 8.523112 6.223102
## 3 6.596761 6.680316 5.269198 6.094772 6.328809 7.850115 7.629829 6.053659
## 4 6.208767 6.259236 5.148553 5.711377 5.939493 7.208584 7.220166 5.662776
## 5 6.126857 6.088002 5.203220 5.715414 5.942132 6.858124 7.226801 5.513392
## stream43 stream158 stream103 stream30 stream168 stream98 stream163 stream63
## 1 5.922938 6.220450 5.110281 5.221260 13.64626 5.971185 7.076510 13.754454
## 2 6.262817 6.839087 5.560390 5.538025 17.16109 6.923762 7.643731 12.140348
## 3 5.696271 6.280171 5.329533 5.193004 21.61024 6.743003 6.843844 6.005968
## 4 5.437341 5.856884 5.120657 5.026830 24.74212 6.232642 6.337788 5.483046
## 5 5.419640 5.736075 4.945361 4.996582 29.35076 5.953607 6.198856 6.273275
## stream11 stream78 stream185 stream5 stream144 stream176
## 1 8.477124 4.914966 8.231312 5.512045 12.460958 8.612730
## 2 9.372220 5.206074 9.778812 6.121593 12.072642 8.907763
## 3 7.862432 5.008910 8.557432 5.984091 6.645753 6.629644
## 4 7.300407 4.782708 7.800707 5.584613 5.984776 6.135697
## 5 7.212343 4.736225 7.530144 5.432878 6.411850 6.215683toppredictions<- toppredictions[,-1]
toppredictions$upper<- 0
toppredictions$mean<- 0
toppredictions$lower<- 0
for (i in 1:nrow(toppredictions)){
# print(i)
upper= CI(as.numeric(toppredictions[i,]),ci=0.95)[1]
mean= CI(as.numeric(toppredictions[i,]),ci=0.95)[2]
lower= CI(as.numeric(toppredictions[i,]),ci=0.95)[3]
toppredictions[i,]$upper<- upper
toppredictions[i,]$mean<- mean
toppredictions[i,]$lower<- lower
}
toppredictions<-cbind(date = cwws32_run1$bd$date,toppredictions)
head(toppredictions[1:5,])## date stream167 stream24 stream124 stream193 stream125 stream38
## 1 2015-11-01 6.113931 6.594585 8.113163 7.073799 6.309990 5.988329
## 2 2015-11-02 6.901676 7.646005 8.433114 7.761044 6.829618 7.012077
## 3 2015-11-03 6.504389 6.967846 6.419523 6.714735 6.333937 6.837520
## 4 2015-11-04 6.088305 6.363171 5.917780 6.278028 6.012242 6.357934
## 5 2015-11-05 5.922484 6.106024 5.977162 6.202704 5.939425 6.118490
## stream164 stream77 stream79 stream170 stream44 stream87 stream93 stream4
## 1 6.984222 7.433490 7.159396 7.429182 7.815000 7.127596 7.652825 5.842435
## 2 7.861910 8.466291 8.232419 8.321904 8.532009 7.900594 7.931797 6.741473
## 3 7.166190 7.412624 7.452674 7.022610 7.149839 6.973281 6.369042 6.628748
## 4 6.619750 6.894016 6.970146 6.497818 6.562765 6.450956 5.954925 6.124848
## 5 6.413630 6.809460 6.851620 6.388734 6.468302 6.294710 6.013697 5.870624
## stream45 stream88 stream94 stream134 stream7 stream49 stream159 stream92
## 1 9.907536 7.042568 8.737248 5.189637 5.802666 5.483942 6.188106 5.508329
## 2 8.777907 7.794478 9.288943 6.250559 6.314121 6.039957 6.623997 6.085335
## 3 5.061316 7.117351 6.562182 6.289519 5.712584 5.701937 5.812451 5.902698
## 4 4.767384 6.599257 5.959505 6.059853 5.438346 5.403845 5.411263 5.625013
## 5 5.228808 6.438698 6.026241 6.116673 5.396109 5.310514 5.323903 5.494798
## stream123 stream190 stream10 stream197 stream73 stream106 stream119 stream17
## 1 8.015195 7.642522 5.810348 8.324674 5.886979 7.196991 7.004775 8.228618
## 2 8.597431 8.516209 6.283355 8.902487 6.359672 7.535126 8.165510 9.116795
## 3 7.059461 7.284183 5.773211 7.202543 5.758999 6.250861 7.776038 7.287182
## 4 6.538297 6.792110 5.569719 6.548096 5.491818 5.804513 7.131986 6.570090
## 5 6.533029 6.773628 5.565164 6.441450 5.461263 5.758429 6.787961 6.383223
## stream16 stream184 stream116 stream54 stream9 stream40 stream113 stream90
## 1 7.593254 7.162543 5.310037 6.166138 6.155053 5.799110 5.479052 5.379613
## 2 8.719006 7.772784 6.410323 6.824743 7.078033 6.630725 6.066291 6.082442
## 3 7.234195 6.904436 6.474094 6.277195 6.729852 6.555253 5.898332 5.892371
## 4 6.607523 6.471014 6.078094 5.930074 6.216640 6.076416 5.629453 5.557885
## 5 6.444715 6.388601 5.766701 5.808428 5.961692 5.887825 5.515145 5.385270
## stream130 stream42 stream20 stream35 stream115 stream132 stream52 stream114
## 1 5.700737 5.848792 9.372212 7.755206 8.141108 5.585143 5.727046 6.038886
## 2 6.540683 6.498364 9.221673 8.698569 8.617215 6.572042 6.052855 6.892652
## 3 6.253266 6.220156 7.859815 7.684138 7.113958 6.612275 5.392139 6.521739
## 4 5.865478 5.890515 7.610127 7.016537 6.614846 6.158987 5.168379 6.185247
## 5 5.635834 5.776380 7.693613 6.744694 6.575992 5.861988 5.183988 6.035895
## stream31 stream156 stream70 stream183 stream41 stream194 stream107 stream153
## 1 7.980586 6.346441 7.911017 6.341979 8.172451 5.356919 7.652536 6.991748
## 2 9.101074 6.614423 8.646042 7.124600 8.847381 5.812456 8.979285 7.559793
## 3 7.911456 5.757371 7.508542 6.850605 7.283982 5.627902 8.143269 6.788572
## 4 7.243754 5.530017 6.881890 6.495999 6.741584 5.383677 7.502938 6.415916
## 5 7.104190 5.577314 6.705014 6.342692 6.702228 5.333545 7.259635 6.353722
## stream74 stream6 stream37 stream148 stream82 stream195 stream189 stream8
## 1 4.575716 5.708920 6.005252 5.983225 7.126307 8.478084 6.284652 7.920990
## 2 5.126497 6.212651 6.706963 6.802451 8.201542 8.793018 6.400941 8.181164
## 3 5.048442 6.079477 6.374809 6.600827 7.767013 6.374521 5.431525 6.534030
## 4 4.599347 5.817175 5.998894 6.165042 7.092179 5.864333 5.213612 6.040175
## 5 4.421382 5.763625 5.892953 6.002372 6.752678 5.923365 5.281103 5.978416
## stream67 stream174 stream25 stream180 stream60 stream187 stream57 stream141
## 1 6.103762 5.447739 6.676165 6.213840 8.288123 5.300269 6.131937 8.195694
## 2 6.715562 6.049788 7.047808 7.217799 9.268411 5.678419 6.775552 9.118136
## 3 6.441661 5.893378 6.356216 7.118875 7.394319 5.465533 6.543355 7.812936
## 4 6.103951 5.634271 6.132165 6.568154 6.685970 5.260066 6.205547 7.189869
## 5 5.986224 5.489724 6.140851 6.290192 6.506854 5.229442 6.163727 7.049222
## stream55 stream32 stream22 stream179 stream178 stream89 stream111 stream146
## 1 5.661633 8.233836 6.917142 7.219394 5.365746 11.971486 7.951376 6.834508
## 2 6.319245 8.731782 7.366060 8.049607 5.671319 11.145250 8.417580 7.252235
## 3 6.071088 7.112052 6.851406 7.271308 5.376315 6.187646 7.178623 6.614928
## 4 5.770319 6.623368 6.533794 6.751116 5.148600 5.586313 6.711570 6.274469
## 5 5.628841 6.585635 6.470360 6.568866 5.164836 6.029001 6.652777 6.202091
## stream131 stream75 stream66 stream157 stream50 stream139 stream166 stream100
## 1 6.422213 6.171576 5.363736 7.310706 7.343505 7.092364 7.924627 5.534491
## 2 7.002827 6.893606 5.593256 7.455831 7.603506 8.194708 8.523112 6.223102
## 3 6.596761 6.680316 5.269198 6.094772 6.328809 7.850115 7.629829 6.053659
## 4 6.208767 6.259236 5.148553 5.711377 5.939493 7.208584 7.220166 5.662776
## 5 6.126857 6.088002 5.203220 5.715414 5.942132 6.858124 7.226801 5.513392
## stream43 stream158 stream103 stream30 stream168 stream98 stream163 stream63
## 1 5.922938 6.220450 5.110281 5.221260 13.64626 5.971185 7.076510 13.754454
## 2 6.262817 6.839087 5.560390 5.538025 17.16109 6.923762 7.643731 12.140348
## 3 5.696271 6.280171 5.329533 5.193004 21.61024 6.743003 6.843844 6.005968
## 4 5.437341 5.856884 5.120657 5.026830 24.74212 6.232642 6.337788 5.483046
## 5 5.419640 5.736075 4.945361 4.996582 29.35076 5.953607 6.198856 6.273275
## stream11 stream78 stream185 stream5 stream144 stream176 upper mean
## 1 8.477124 4.914966 8.231312 5.512045 12.460958 8.612730 7.175483 6.781235
## 2 9.372220 5.206074 9.778812 6.121593 12.072642 8.907763 7.794643 7.386945
## 3 7.862432 5.008910 8.557432 5.984091 6.645753 6.629644 6.925116 6.531985
## 4 7.300407 4.782708 7.800707 5.584613 5.984776 6.135697 6.581123 6.147886
## 5 7.212343 4.736225 7.530144 5.432878 6.411850 6.215683 6.621814 6.113823
## lower
## 1 6.386987
## 2 6.979248
## 3 6.138854
## 4 5.714649
## 5 5.605833# toppredictions[1:500,]
ggplot(toppredictions,aes(date,mean,group=1))+
geom_line(col = 'red')+
geom_ribbon(aes(ymin=lower, ymax=upper), fill = "blue", alpha=0.3)+
geom_line(data=calsubset1,aes(x=Date,y=discharge_mm))+
ylab("Discharge mm")+
xlab("Date")+
labs(title = "Top 100 Model Runs vs Measured Streamflow")
par(mfrow=c(1, 1))
{plot(paramtable$m,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - M", main = "M - Decay of hydraulic conductivity with depth")
abline(h=0,lty=2)}
{plot(paramtable$k,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - K", main = "K - Hydraulic conductivity at the surface")
abline(h=0,lty=2)}
{plot(paramtable$soil_dep,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - Sd", main = "Sd - soil depth")
abline(h=0,lty=2)}
{plot(paramtable$m_v,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - Mv", main = "Mv - Vertical decay of hydraulic conductivity with depth")
abline(h=0,lty=2)}
{plot(paramtable$k_v,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - Kv", main = "Kv - Vertical hydraulic conductivity at the surface")
abline(h=0,lty=2)}
{plot(paramtable$gw1,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - GW1", main = "GW1 - Saturated to Groundwater Coefficient")
abline(h=0,lty=2)}
{plot(paramtable$gw2,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - GW2", main = "GW2 - Groundwater Loss Coefficient")
abline(h=0,lty=2)}
{plot(paramtable$pa,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - pa", main = "pa - Pore Size Index Multiplier")
abline(h=0,lty=2)}
{plot(paramtable$po,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - po", main = "po - PSI Air Entry Multiplier")
abline(h=0,lty=2)}
{plot(paramtable$vgseng1,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - vgseng1", main = "vgseng1 - Specific Leaf Area Multiplier")
abline(h=0,lty=2)}
{plot(paramtable$vgseng2,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - vgseng2", main = "vgseng2 - Ratio of Shaded to Sunlit Modifier")
abline(h=0,lty=2)}
{plot(paramtable$vgseng3,paramtable$NSE, pch = 20,ylab="Nash-Sutcliffe model efficiency coefficient", xlab = "Multiplier - vgseng3", main = "vgseng3 - NOT USED")
abline(h=0,lty=2)}
old.par <- par(mfrow=c(3, 7), mar = c(5,4,4,2))
plot(paramtable$m,paramtable$NSE,xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$k,paramtable$NSE,xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$soil_dep,paramtable$NSE,xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$m_v,paramtable$NSE,xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$k_v,paramtable$NSE,xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$gw1,paramtable$NSE,xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$gw2,paramtable$NSE,xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$NSE, f = 0.1),col="red",ylim = c(-1,0.7))
plot(paramtable$m,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$k,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$soil_dep,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$m_v,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$k_v,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$gw1,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$gw2,paramtable$lnNSE,ylim = c(-1,0.7),xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$lnNSE, f = 0.1),col="red")
plot(paramtable$m,paramtable$KGE,ylim = c(-0.25,1),xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$k,paramtable$KGE,ylim = c(-0.25,1),xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$soil_dep,paramtable$KGE,ylim = c(-0.25,1),xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$m_v,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$k_v,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$gw1,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$KGE, f = 0.1),col="red")
plot(paramtable$gw2,paramtable$KGE,ylim = c(-0.25,0.7),xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$KGE, f = 0.1),col="red")
par(old.par)
old.par <- par(mfrow=c(1, 12), mar = c(5,4,4,2))
plot(paramtable$m,paramtable$smKGE,ylim = c(-0.25,1),xlab = "m parameter", pch = 20)
lines(lowess(paramtable$m,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$k,paramtable$smKGE,ylim = c(-0.25,1),xlab = "lateral ksat parameter", pch = 20)
lines(lowess(paramtable$k,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$soil_dep,paramtable$smKGE,ylim = c(-0.25,1),xlab = "sdepth parameter", pch = 20)
lines(lowess(paramtable$soil_dep,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$m_v,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "mv parameter", pch = 20)
lines(lowess(paramtable$m_v,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$k_v,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "ksatv parameter", pch = 20)
lines(lowess(paramtable$k_v,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$gw1,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "gw1 parameter", pch = 20)
lines(lowess(paramtable$gw1,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$gw2,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "gw2 parameter", pch = 20)
lines(lowess(paramtable$gw2,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$pa,paramtable$smKGE,ylim = c(-0.25,1),xlab = "pore size index", pch = 20)
lines(lowess(paramtable$pa,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$po,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "psi air entry", pch = 20)
lines(lowess(paramtable$po,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$vgseng1,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "vgseng1", pch = 20)
lines(lowess(paramtable$vgseng1,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$vgseng2,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "vgseng2", pch = 20)
lines(lowess(paramtable$vgseng2,paramtable$smKGE, f = 0.1),col="red")
plot(paramtable$vgseng3,paramtable$smKGE,ylim = c(-0.25,0.7),xlab = "vgseng3", pch = 20)
lines(lowess(paramtable$vgseng3,paramtable$smKGE, f = 0.1),col="red")
par(old.par)
### end plot all data for GLUE
paste0("cwws32_run",which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),"$bd$streamflow")## [1] "cwws32_run24$bd$streamflow"paste0("cwws32_run",which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),"$bd$streamflow")## [1] "cwws32_run167$bd$streamflow"paste0("cwws32_run",which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),"$bd$streamflow")## [1] "cwws32_run24$bd$streamflow"{plot(cwws32_run33$bd$date,cwws32_run33$bd$streamflow, type = "l", col = 'red', main = "Observed Streamflow vs Top Runs", xlab = "Date", ylab = "Streamflow")
lines(cwws32_run65$bd$date,cwws32_run65$bd$streamflow, col = 'blue')
#lines(cwws32_run46$bd$date,cwws32_run46$bd$streamflow, col = 'green')
lines(simmerge1$Date,simmerge1$observedstreamflow, col = 'orange', lwd = 2, lty = 2)}
#{plot(paste("cwws32_run",which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),"$bd$date", sep = ""),paste("cwws32_run",which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),"$bd$streamflow", sep = ""), type = "l", col = 'red', main = "Observed Streamflow vs Top Runs", xlab = "Date", ylab = "Streamflow")
#lines(paste("cwws32_run",which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),"$bd$date", sep = ""),paste("cwws32_run",which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),"$bd$streamflow", sep = ""), col = 'blue')
#lines(cwws32_run80$bd$date,cwws32_run80$bd$streamflow, col = 'green')
#lines(paste("cwws32_run",which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),"$bd$date", sep = ""),paste("cwws32_run",which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),"$bd$streamflow", sep = ""), col = 'orange', lwd = 2, lty = 2)
#legend("topleft",inset = 0.05, legend=c("Oberved Discharge","Best NSE","BEST lnNSE","Best KGE"), col=c("orange","red","blue","green"), lty=c(2,1,1,1))}
{plot(cwws32_run24$bd$date,cwws32_run24$bd$streamflow, type = "l", col = 'red', main = "Observed Streamflow vs Top Runs", xlab = "Date", ylab = "Streamflow", ylim = c(0,10))
#lines(cwws32_run47$bd$date,cwws32_run47$bd$streamflow, col = 'blue')
lines(obsws32$Date,obsws32$discharge_mm, col = 'black', lwd = 2, lty = 2)}
*** VALIDATION ***
Run Model once for validation, copied from previous code must clean up
Configure RHESSys Inputs/Outputs for a single run.
Use World Statefile created during spin-up. To run model one time at patch scale.
COMMAND LINE OPTIONS
-b Basin output option. Print out response variables for specified basins. -c Canopy stratum output option. Print out response variables for specified strata. -g Grow option. Try to read in dynamic bgc input data and output dynamic bgc parameters. -h Hillslope output option. Print out response variables for specified hillslopes. -p Patch output option. Print out response variables for specified patches. -r Routing option. Gives name of flow_table to define explicit routing connectivity. Also trigger use of explicit routing over TOPMODEL approach. -c Stratum output option. Print out response variables for specified strata.
patches listed top to bottom
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32",
flowtable = "CWWS321.flow",
start = "2013 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32",
# commandline_options = c("-b -g -p"))
commandline_options = c("-b -p"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
#1 107 141942 136557
#1 107 149478 136557
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")
## Calibrated Values
which(NSElist == Reduce(max, NSElist), arr.ind=TRUE)## [1] 24which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE)## [1] 167which(KGElist == Reduce(max, KGElist), arr.ind=TRUE)## [1] 24which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE)## [1] 178which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE)## [1] 152which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE)## [1] 90paramtable[which(NSElist == Reduce(max, NSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 24 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE KGE
## 24 1.485481 1.607953 1.504618 1.179773 24 1972 0.6178649 0.5704424 0.728915
## smNSE smlnNSE smKGE calNSE callnNSE calKGE
## 24 -0.8937518 -0.7652586 -0.01036104 -0.8792622 -0.03861038 0.1750394
## calsmNSE calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE
## 24 -0.3965009 -0.276653 0.05486002 0.7062631 0.8068161 0.7597554 -5.047753
## valsmlnNSE valsmKGE
## 24 -6.460445 -0.02098859paramtable[which(lnNSElist == Reduce(max, lnNSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 167 1.149045 34.44719 0.4785575 12.64039 2.16469 0.2550246 0.3436889 0.6749858
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE
## 167 1.393753 1.478127 1.734071 1.072606 167 9304 0.6173723 0.5730713
## KGE smNSE smlnNSE smKGE calNSE callnNSE calKGE
## 167 0.688875 0.1878222 0.1688029 0.09808763 -0.8275109 -0.08693573 0.2540697
## calsmNSE calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE
## 167 0.1843956 0.1330614 0.1452804 0.6480968 0.8270503 0.6824705 -0.3944545
## valsmlnNSE valsmKGE
## 167 -0.3948043 0.1010866paramtable[which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 24 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE KGE
## 24 1.485481 1.607953 1.504618 1.179773 24 1972 0.6178649 0.5704424 0.728915
## smNSE smlnNSE smKGE calNSE callnNSE calKGE
## 24 -0.8937518 -0.7652586 -0.01036104 -0.8792622 -0.03861038 0.1750394
## calsmNSE calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE
## 24 -0.3965009 -0.276653 0.05486002 0.7062631 0.8068161 0.7597554 -5.047753
## valsmlnNSE valsmKGE
## 24 -6.460445 -0.02098859paramtable[which(smNSElist == Reduce(max, smNSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 178 2.241518 43.40689 0.489584 4.79811 1.403241 0.1339848 0.4134777 0.7102452
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE
## 178 1.596645 1.962048 0.4099895 0.7825564 178 1102 0.5150105 0.3811162
## KGE smNSE smlnNSE smKGE calNSE callnNSE calKGE
## 178 0.4875417 0.4967475 0.4869248 0.4211376 -0.7991287 -0.5352031 0.4394012
## calsmNSE calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE
## 178 0.4629433 0.4385622 0.435892 0.429947 0.7824972 0.3833089 0.3112907
## valsmlnNSE valsmKGE
## 178 0.3486655 0.4454079paramtable[which(smlnNSElist == Reduce(max, smlnNSElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 152 4.777016 3.907668 0.2098907 5.644302 2.802654 0.2790358 0.5774347 0.1203709
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE
## 152 1.284212 1.012549 1.262797 1.088251 152 2017 0.4656881 0.2312367
## KGE smNSE smlnNSE smKGE calNSE callnNSE calKGE
## 152 0.4198658 0.4842866 0.5008508 0.4308432 -0.6569714 -0.6826709 0.4719979
## calsmNSE calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE
## 152 0.4831142 0.480477 0.4460635 0.5030724 0.7276246 0.4046126 0.1090019
## valsmlnNSE valsmKGE
## 152 0.1537366 0.4268272paramtable[which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 90 1.581785 41.12945 0.1776117 8.11574 0.8713272 0.2477113 0.4291277 0.3913392
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE KGE
## 90 1.85424 1.459184 1.799894 1.381696 90 3422 0.5758698 0.4528591 0.5625411
## smNSE smlnNSE smKGE calNSE callnNSE calKGE calsmNSE
## 90 0.392839 0.4858133 0.5188719 -0.8103798 -0.3642888 0.3967627 0.5130776
## calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE valsmlnNSE
## 90 0.5818011 0.5385546 0.549254 0.8536674 0.4965023 -0.7221056 -0.803962
## valsmKGE
## 90 0.5155763stdpars<- IOin_std_pars(
m = 1.581785,
k = 41.12945,
soil_dep= 0.1776117,
m_v = 8.11574,
k_v = 0.8713272,
gw1 = 0.2477113,
gw2 = 0.4291277,
pa = 0.3913392,
po = 1.85424,
vgseng1 = 1.459184,
vgseng2 = 1.799894,
vgseng3 = 1.381696)
#change_def_file()
#test<- IOin_def_pars_simple(as.list("soil_shallowloam.def","porosity_decay", "1000", n = 150 ))Run RHESSys once for validation
Read RHESSys Single Run Output
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"singlerunvalidation<- readin_rhessys_output("out/cwws32_runvalidation")
plot(singlerunvalidation$bd$streamflow~singlerunvalidation$bd$date, type = "l", main = "Streamflow", xlab = "Date", ylab = "Streamflow", col = 'DarkBlue')
plot(as.Date(singlerunvalidation$bd$date),singlerunvalidation$bd$rz_storage, type = "l", col = 'black', main = "Basin Scale Root Zone Storage",
xlab = "Date", ylab = "mm")
#basin scale soil moisture
plot(singlerunvalidation$bd$rz_storage/singlerunvalidation$bdg$root_depth~singlerunvalidation$bd$date, type = "l", main = "RZ_Storage/Root_Depth x Date", xlab = "Date", ylab = "rz_Storage/root_depth", col = 'brown')
plot(singlerunvalidation$bd$lai~singlerunvalidation$bd$date, type = "l", main = "LAI", xlab = "Date", ylab = "LAI", col = 'DarkGreen')
plot(singlerunvalidation$bd$pet~singlerunvalidation$bd$date, type = "l", main = "Potential Evapotranspiration", xlab = "Date", ylab = "PET", col = 'DarkBlue')
plot(singlerunvalidation$bd$et~singlerunvalidation$bd$date, type = "l", main = "Evapotranspiration", xlab = "Date", ylab = "ET", col = 'darkslategray')
plot((singlerunvalidation$bd$unsat_stor/singlerunvalidation$bd$sat_def_z)~singlerunvalidation$bd$date, type = "l", main = "unsat_stor/sat_def_z", xlab = "Date", ylab = "vwc", col = 'DarkGreen')
Merge Observed and Simulated Data
## merge values instead of subsetting to match up with simulated dates
singlerunvalidation$bd<- merge(singlerunvalidation$bd,obsws32, by.x = "date", by.y = "Date", all = FALSE)
## merge soil moisture values but include all data
singlerunvalidation$data <-merge(singlerunvalidation$bd,obsws32sm, by.x = "date", by.y = "Date", all = TRUE)Plot Observed and Simulated Data, Plot RHESSys Outputs
## Plot Hydrograph comparing modeled and observed streamflow
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}
{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Streamflow")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}
{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Log Streamflow", log = "y")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}
predictedvsobservedstreamlm<- lm(observedstreamflow~streamflow, data = singlerunvalidation$bd)
{plot(singlerunvalidation$bd$observedstreamflow,singlerunvalidation$bd$streamflow, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Streamflow", xlim = c(0,55), ylim = c(0,55))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedstreamlm)$r.squared,digits=3)))}
{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(singlerunvalidation$data$date, singlerunvalidation$data$mergedsoilmoisture, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("black","red"), lty=1:1)}
predictedvsobservedsoillm<- lm((rz_storage/rootdepth)~mergedsoilmoisture, data = singlerunvalidation$data)
{plot((singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth),singlerunvalidation$data$mergedsoilmoisture, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Basin Scale Soil Moisture", xlim = c(0.05,0.4), ylim = c(0.05,0.4))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedsoillm)$r.squared,digits=3)))}
## Plot other model outputs
par(mfrow=c(5,1), mar = c(2,5,4,2))
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$tmin, type = "l", col = 'BLUE', ylim = c(-15,30), ylab = "Temperature", xlab = "Date")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$tmax, type = "l", col = 'RED')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$precip, type = "h", ylab = "Precipitation", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = "l", ylab = "Streamflow", xlab = "Date", col = 'blue')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$baseflow, type = "l", ylab = "Baseflow", xlab = "Date", col = 'brown')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$rz_storage, type = "l", ylab = "RZ Storage", xlab = "Date", col = 'dark green')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$psn ,type = "l", ylab = "PSN", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$et, type = "l", ylab = "Evaoptranspiration", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$pet, type = "l", ylab = "PET", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.Qout, type = "l", ylab = "Q out", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.storage, type = "l", ylab = "GW Storage", xlab = "Date")
par(mfrow=c(1,1))
### will only plot in growth mode , used to check that vegetation is initialized properly ##
plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$lai, type = "l", main = "LAI", xlab = "Date", col = 'dark green')
plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$soilc, type = "l", main = "Soil Carbon", xlab = "Date", col = 'brown')
## plot cal/val sets
{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(obsws32smcal$Date,obsws32smcal$mergedsoilmoisture, col = "BLUE")
lines(obsws32smval$Date,obsws32smval$mergedsoilmoisture, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Soil Moisture","Observed Calibration Soil Moisture", "Observed Validation Soil Moisture"), col=c("black","blue","red"), lty=c(1,1,1))}
{plot(singlerunvalidation$data$date,singlerunvalidation$data$streamflow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Basin Scale Streamflow")
lines(obsws32cal$Date,obsws32cal$observedstreamflow, col = "BLUE")
lines(obsws32val$Date,obsws32val$observedstreamflow, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Streamflow","Observed Calibration Streamflow", "Observed Validation Streamflow"), col=c("black","blue","red"), lty=c(1,1,1))}
Spatial Data import and display of inputs
# Original input maps have been cropped before processing in R, without cropping the RHESSYs preparation in the R environment will not function properly, below are the input maps used by R
ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
patches<- raster("grassexport/cwt_ws32/patch.tif")
acc10<- raster("grassexport/cwt_ws32/acc10.tif")
aspect10<- raster("grassexport/cwt_ws32/aspect10.tif")
#bt1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/b.t1000.tif")
dem10<- raster("grassexport/cwt_ws32/dem10.tif")
dem10f<- raster("grassexport/cwt_ws32/dem10f.tif")
dir10<- raster("grassexport/cwt_ws32/dir10.tif")
drain10<- raster("grassexport/cwt_ws32/drain10.tif")
#ht1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/h.t1000.tif")
hillslope<- raster("grassexport/cwt_ws32/hillslope.tif")
roads<- brick("grassexport/cwt_ws32/roads.tif")
#shade10<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/shade10.tif")
slope10<- raster("grassexport/cwt_ws32/slope10.tif")
streams<- raster("grassexport/cwt_ws32/streams.tif")
topidx10<- raster("grassexport/cwt_ws32/topidx10_100.tif")
#xmap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/xmap.tif")
#ymap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/ymap.tif")
plot(ws32, main ="ws32")
plot(patches, main = "patches")
plot(acc10, main = "acc10")
plot(aspect10, main = "aspect10")
#levelplot(bt1000, col.regions = brewer.pal(name='Spectral', n = 11),at=seq(0,6500,1))
#plot(bt1000, main = "bt1000")
plot(dem10, main = "dem10")
plot(dem10f, main = "dem10f")
plot(dir10, main = "dir10")
plot(drain10, main = "drain10")
#plot(ht1000, main = "ht1000")
{plot(hillslope, main = "hillslope")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
plot(roads, main = "roads")
#plot(shade10, main = "shade10")
plot(slope10, main = "slope10")
plot(streams, main = "streams")
plot(topidx10, main = "topidx10")
#plot(xmap, main = "xmap")
#plot(ymap, main = "ymap")Show locations of measured soil moisture and soil maps
colorramp<- viridis(128)
{plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 3)## [,1] [,2] [,3]
## [1,] "132 plot center" "275432.649744231" "3881522.05364127"
## [2,] "232 plot center" "275578.214010129" "3881428.55011708"
## [3,] "332 plot center" "275760.864807773" "3881284.18476691"{plot(soilstaticmap, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on Static Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
{plot(soilssurgo, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on SSURGO Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
{plot(soildsm, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on RSS Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
Display outputs from model run
## Extract values for single date
displayday <- singlerunvalidation$pd[which(singlerunvalidation$pd$date=="2018-03-21")]
## reclassify all patches to na and then reclassify to model output values
reclass_all<- c(-2147483648, 2147483647,NA)
reclass_allm<- matrix(reclass_all, ncol = 3, byrow = TRUE)
displaydaypatches<- reclassify(patches,reclass_allm)
displayday$calculatedrzsm <- displayday$rz_storage/displayday$root.depth
reclass_displayday <- cbind(displayday$patchID,displayday$calculatedrzsm)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches<- reclassify(patches,reclass_displayday)
## Plot Spatial Data Output for RZ Storage
#plot(displaydaypatches, xlim = c(280900,282500), ylim = c(4870000,4872000))
{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$root.depth)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches2<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches2,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 root.depth Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$rz_storage)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches3<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches3,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 rz_storage Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$sat_def)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches4<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches4,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 Saturation Deficit Prediction for 1 day in mm", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,(displayday$unsat_stor/displayday$sat_def_z))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches5<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches5,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 unsaturated soil moisture vwc Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,((displayday$root_zone.S*displayday$potential_rz_store)/displayday$root.depth))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches6<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches6,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 Rooting Depth VWC Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
## Plot Hydrograph
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}
### end show patch map
patchnumbers<- raster::extract(patches,matrix(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 2))
ObserveSoilMoisturePatches <- matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2],patchnumbers), nrow = 3, ncol = 4)
## Extract values for a single patch, select patch ID
ObserveSoilMoisturePatches[1,4]## [1] "136557"displaypatch<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[1,4])]
ObserveSoilMoisturePatches[2,4]## [1] "141942"displaypatch2<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[2,4])]
ObserveSoilMoisturePatches[3,4]## [1] "149478"displaypatch3<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[3,4])]
plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #147322', ylim = c(0,.4))
{plot(smws32_1mean$Group.1,smws32_1mean$smois30A, type = "l", ylim = c(0,.4), col = 'darkorange', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patches",
xlab = "Date", ylab = "Soil Moisture mm")
lines(smws32_2mean$Group.1,smws32_2mean$smois30A,type = "l", col = 'darkred')
lines(smws32_3mean$Group.1,smws32_3mean$smois30A,type = "l", col = 'blue')
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'red', lty = 2)
lines(displaypatch2$date,(displaypatch2$rz_storage/displaypatch2$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'green', lty = 2)
lines(displaypatch3$date,(displaypatch3$rz_storage/displaypatch3$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", col = 'black', lty = 2)
# plot(smws32_1mean$smois30A,(displaypatch$rz_storage/displaypatch$root.depth))
legend("bottomleft",inset = .01, legend=c("Observed Patch 1","Predicted Patch 1","Observed Patch 2","Predicted Patch 2","Observed Patch 3","Predicted Patch 3"), col=c("darkorange", "red","darkred","green","blue","black"), lty=c(1,2,1,2,1,2))}
{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Detailed Soil Moisture vs Patch #154914",
xlab = "Date", ylab = "Soil Moisture mm")
lines(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",lwd = 2, xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
lines(displaypatch$date, ((displaypatch$root_zone.S*displaypatch$potential_rz_store)/displaypatch$root.depth), type = "l", col = "green")
legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}
#
#obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
#obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
#obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]
#obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]
head(obsws32cal)## Date flow discharge_mm observedstreamflow
## 22961 2017-01-01 2.30 2.172645 2.172645
## 22962 2017-01-02 3.04 2.871669 2.871669
## 22963 2017-01-03 2.72 2.569388 2.569388
## 22964 2017-01-04 2.11 1.993165 1.993165
## 22965 2017-01-05 1.92 1.813686 1.813686
## 22966 2017-01-06 1.81 1.709777 1.709777head(obsws32val)## Date flow discharge_mm observedstreamflow
## 23311 2017-12-17 2.14 2.021504 2.021504
## 23312 2017-12-18 2.27 2.144306 2.144306
## 23313 2017-12-19 2.23 2.106521 2.106521
## 23314 2017-12-20 3.39 3.202289 3.202289
## 23315 2017-12-21 2.74 2.588281 2.588281
## 23316 2017-12-22 2.60 2.456033 2.456033head(obsws32smcal)## Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 1 2017-01-01 2.30 2.172645 2.172645 0.2194375 0.2468125
## 2 2017-01-02 3.04 2.871669 2.871669 0.2241528 0.2509896
## 3 2017-01-03 2.72 2.569388 2.569388 0.2184132 0.2409236
## 4 2017-01-04 2.11 1.993165 1.993165 0.1952743 0.2236250
## 5 2017-01-05 1.92 1.813686 1.813686 0.1825451 0.2149410
## 6 2017-01-06 1.81 1.709777 1.709777 0.1745729 0.2097500
## smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 1 0.1988021 0.2463715 0.2162465 0.2141181 0.2191528
## 2 0.2243646 0.2737917 0.2244410 0.2392847 0.2239028
## 3 0.2177813 0.2657361 0.2209722 0.2291771 0.2154028
## 4 0.1993090 0.2483194 0.2058437 0.2039549 0.1967431
## 5 0.1845556 0.2335799 0.1972882 0.1883021 0.1870486
## 6 0.1744132 0.2231181 0.1914861 0.1774236 0.1808646
## smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 1 0.1775868 0.2830729 0.2573576 0.2625312 0.2399167
## 2 0.2186528 0.2833924 0.2626007 0.2942917 0.2684410
## 3 0.2180486 0.2697604 0.2480833 0.2926944 0.2704132
## 4 0.1968403 0.2399167 0.2206285 0.2794965 0.2609514
## 5 0.1786215 0.2264861 0.2081111 0.2668299 0.2512847
## 6 0.1669340 0.2187014 0.2009896 0.2569028 0.2437292
## mergedsoilmoisture
## 1 0.2317839
## 2 0.2490255
## 3 0.2422839
## 4 0.2225752
## 5 0.2099661
## 6 0.2015738head(obsws32smval)## Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 351 2017-12-17 2.14 2.021504 2.021504 0.1181493 0.2395313
## 352 2017-12-18 2.27 2.144306 2.144306 0.1165625 0.2392708
## 353 2017-12-19 2.23 2.106521 2.106521 0.1135139 0.2332326
## 354 2017-12-20 3.39 3.202289 3.202289 0.1484514 0.2609861
## 355 2017-12-21 2.74 2.588281 2.588281 0.1391528 0.2532083
## 356 2017-12-22 2.60 2.456033 2.456033 0.1312049 0.2428194
## smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 351 0.1677882 0.2054826 0.1575382 0.1352778 NA
## 352 0.1635625 0.2064132 0.1605903 0.1370000 NA
## 353 0.1600174 0.2057812 0.1585660 0.1363750 NA
## 354 0.1844479 0.2319132 0.1872778 0.1721458 NA
## 355 0.2092639 0.2517917 0.1925139 0.1736111 NA
## 356 0.1954965 0.2400937 0.1847604 0.1649479 NA
## smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 351 0.09663194 0.2347188 0.1869757 0.2350000 0.2169896
## 352 0.09784375 0.2385694 0.1832847 0.2350000 0.2167847
## 353 0.09828472 0.2289757 0.1792153 0.2350000 0.2160000
## 354 0.12405208 0.2609826 0.2203681 0.2421354 0.2173993
## 355 0.14059028 0.2525278 0.2136979 0.2712326 0.2365937
## 356 0.13011806 0.2397049 0.1995382 0.2683160 0.2404201
## mergedsoilmoisture
## 351 0.1812803
## 352 0.1813529
## 353 0.1786329
## 354 0.2045600
## 355 0.2121985
## 356 0.2034018#subset Validation range based on Val Dates set by available SM data
validationsubset <- singlerunvalidation$bd[singlerunvalidation$bd$date >= Valdates[1] & singlerunvalidation$bd$date <= Valdates[2], ]
## Fit tests for streamflow
NSE(validationsubset$streamflow,validationsubset$observedstreamflow)## [1] 0.5514523NSE(validationsubset$streamflow,validationsubset$observedstreamflow, FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE)## [1] 0.8554523KGE(validationsubset$streamflow,validationsubset$observedstreamflow)## [1] 0.4961708# Plot Observed and Predicted Streamflow
{plot(validationsubset$date,validationsubset$streamflow, type = 'l', lty = 2, col = 'RED', main = "Validation Subset Observed and Predicted Streamflow")
lines(validationsubset$date,validationsubset$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}
{plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = 'l', lty = 2, col = 'RED', main = "Observed and Predicted Streamflow")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}
#Plot Model RZ SM outputs for patch
{plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
lines(displaypatch$date,(displaypatch$rz_field_capacity/displaypatch$root.depth), type = "l", col = "blue")
lines(displaypatch$date,(displaypatch$rz_wilting_point/displaypatch$root.depth), type = "l", col = "red")
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}
{plot(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}
{plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Saturated Zone VWC vs Patch #154914",
xlab = "Date", ylab = "Soil Moisture mm")
lines(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}
Model Validation
Valdates## [1] "2017-12-17" "2018-05-15"## for now run top run and record values
paramtable[which(KGElist == Reduce(max, KGElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 24 1.040129 21.49736 0.182397 13.20473 5.427887 0.2425757 0.5045802 0.482758
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE KGE
## 24 1.485481 1.607953 1.504618 1.179773 24 1972 0.6178649 0.5704424 0.728915
## smNSE smlnNSE smKGE calNSE callnNSE calKGE
## 24 -0.8937518 -0.7652586 -0.01036104 -0.8792622 -0.03861038 0.1750394
## calsmNSE calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE
## 24 -0.3965009 -0.276653 0.05486002 0.7062631 0.8068161 0.7597554 -5.047753
## valsmlnNSE valsmKGE
## 24 -6.460445 -0.02098859paramtable[which(smKGElist == Reduce(max, smKGElist), arr.ind=TRUE),]## m k soil_dep m_v k_v gw1 gw2 pa
## 90 1.581785 41.12945 0.1776117 8.11574 0.8713272 0.2477113 0.4291277 0.3913392
## po vgseng1 vgseng2 vgseng3 run rowname NSE lnNSE KGE
## 90 1.85424 1.459184 1.799894 1.381696 90 3422 0.5758698 0.4528591 0.5625411
## smNSE smlnNSE smKGE calNSE callnNSE calKGE calsmNSE
## 90 0.392839 0.4858133 0.5188719 -0.8103798 -0.3642888 0.3967627 0.5130776
## calsmlnNSE calsmKGE valNSE vallnNSE valKGE valsmNSE valsmlnNSE
## 90 0.5818011 0.5385546 0.549254 0.8536674 0.4965023 -0.7221056 -0.803962
## valsmKGE
## 90 0.5155763{plot(cwws32_run136$bd$date,cwws32_run136$bd$streamflow, type = "l", col = 'red', main = "Observed Streamflow vs Top KGE Run", xlab = "Date", ylab = "Streamflow")
lines(obsws32$Date,obsws32$discharge_mm, col = 'orange', lwd = 2, lty = 2)}
valsubset <- simmerge136[simmerge136$Date >= Valdates[1] & simmerge136$Date <= Valdates[2], ]
ValKGE<- KGE(sim = valsubset$streamflow, obs = valsubset$observedstreamflow)
valsubsetsm<- simmergesm136[simmergesm136$Date >= Valdates[1] & simmergesm136$Date <= Valdates[2],]
ValsmKGE<- KGE(sim = valsubsetsm$rz_storage/valsubsetsm$rootdepth, obs = valsubsetsm$mergedsoilmoisture)
ValKGE## [1] 0.2835072ValsmKGE## [1] 0.4668512Combine calibration outputs
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"dsmdist<- read.csv("out/dsmcalibrationoutput1023.txt", sep=" ")
ssurgodist<- read.csv("out/ssurgocalibrationoutput1023.txt", sep = " ")
staticdist<- read.csv("out/staticcalibrationoutput1023.txt", sep = " ")
ssurgodist## m k soil_dep m_v k_v gw1 gw2
## 1 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 3 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 4 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 5 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 6 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 7 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 8 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 9 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 10 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 11 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 12 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 13 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 14 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 15 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 16 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 17 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 18 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 19 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 20 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 21 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 22 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 23 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 25 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 26 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 27 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 28 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 29 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 30 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 31 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 32 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 33 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 35 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 36 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 37 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 38 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 39 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 40 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 41 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 42 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 43 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 44 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 46 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 48 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 50 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 51 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 53 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 54 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 55 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 56 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 57 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 58 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 59 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 60 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 61 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 62 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 63 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## 64 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 65 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 66 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 67 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 69 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 70 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 71 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 72 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 73 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 74 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 75 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 76 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 79 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 81 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 82 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 83 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 84 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 85 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 87 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 88 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 89 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 90 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 91 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 92 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 93 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 94 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 95 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 96 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 97 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 99 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 100 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 101 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 102 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 103 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 104 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 105 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 107 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 109 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 110 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 111 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 112 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 113 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 114 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 115 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 117 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 118 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 119 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 120 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 121 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 122 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 123 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 124 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 125 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 126 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 127 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 128 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 129 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 130 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 131 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 132 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 133 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 135 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 136 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 137 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 139 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 140 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 141 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 142 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 143 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 144 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 145 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 146 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 147 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 148 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 149 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 150 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 151 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 153 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 154 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 155 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 156 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 157 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 158 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 159 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 160 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 161 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 162 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 163 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 164 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 165 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 166 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 167 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 168 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 169 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 170 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 171 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 172 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 173 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 174 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 175 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 176 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 177 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 178 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 179 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 180 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 181 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 182 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 183 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 184 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 187 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 189 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 190 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 191 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 192 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 193 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 194 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 195 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 196 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 197 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 199 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 200 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 1 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.27659278
## 2 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.37900232
## 3 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.32469618
## 4 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.52747866
## 5 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.41789558
## 6 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.44423051
## 7 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.55787028
## 8 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.52632625
## 9 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.53682259
## 10 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.49530131
## 11 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.42257984
## 12 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.36172919
## 13 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.22811787
## 14 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.23336525
## 15 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.44804091
## 16 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.44620516
## 17 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.44429363
## 18 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.27462466
## 19 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -0.20304711
## 20 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.47506333
## 21 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.38407661
## 22 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.44528875
## 23 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 -0.01641226
## 24 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.56077677
## 25 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.47569276
## 26 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.35579934
## 27 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 0.13610107
## 28 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.42184799
## 29 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.31648379
## 30 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.40479927
## 31 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.46492209
## 32 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.44364513
## 33 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.30104045
## 34 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.37956358
## 35 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.49596365
## 36 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.39981171
## 37 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.49478130
## 38 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.51529461
## 39 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.43697817
## 40 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.48867970
## 41 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.46863266
## 42 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.45911103
## 43 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.41566457
## 44 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.52724697
## 45 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 0.44387578
## 46 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.37291667
## 47 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.42506249
## 48 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.32151937
## 49 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.52816469
## 50 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.50828448
## 51 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.35776958
## 52 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.49008316
## 53 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.22999445
## 54 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.51005540
## 55 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.44520786
## 56 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.25539903
## 57 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.43075195
## 58 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 0.04847513
## 59 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.37171639
## 60 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.43601807
## 61 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.37140232
## 62 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.37556835
## 63 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -0.31286475
## 64 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.32589918
## 65 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.42286972
## 66 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.38580004
## 67 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.42501083
## 68 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.31842348
## 69 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.38228274
## 70 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.44687199
## 71 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.40100664
## 72 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.32086858
## 73 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.54520740
## 74 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.42480613
## 75 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.44598870
## 76 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.40020408
## 77 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.50701680
## 78 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.36783123
## 79 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.49696170
## 80 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.23180778
## 81 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.41629763
## 82 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.48980388
## 83 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.25766584
## 84 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.38868504
## 85 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.34866263
## 86 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.39561343
## 87 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.54221750
## 88 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.50021984
## 89 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 0.01865329
## 90 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.49847249
## 91 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.36294931
## 92 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.46311527
## 93 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.53743477
## 94 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.47442092
## 95 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.26604862
## 96 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.34212357
## 97 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.36382458
## 98 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.45300936
## 99 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.34792359
## 100 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.48165647
## 101 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.28279733
## 102 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 0.26896247
## 103 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.42589266
## 104 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.28720549
## 105 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.45292449
## 106 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.55503612
## 107 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.45898291
## 108 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.33479321
## 109 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.25865394
## 110 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.32269313
## 111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.45817441
## 112 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.36794258
## 113 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.42954370
## 114 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.49330222
## 115 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.51208838
## 116 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.46082416
## 117 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.36520994
## 118 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.35849084
## 119 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.48930889
## 120 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.42240309
## 121 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.33441626
## 122 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.38105110
## 123 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.48313214
## 124 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.54564667
## 125 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.52815396
## 126 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 0.34117990
## 127 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.32000691
## 128 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.28102578
## 129 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.23242151
## 130 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.52280732
## 131 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.41967971
## 132 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.47357019
## 133 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.27370813
## 134 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.45858413
## 135 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.27371620
## 136 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.36362158
## 137 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.24452003
## 138 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.35638967
## 139 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.48254757
## 140 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.23586416
## 141 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.46337706
## 142 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.32120212
## 143 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.25817222
## 144 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.07464610
## 145 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.40030139
## 146 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.45404984
## 147 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.23329994
## 148 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.49133822
## 149 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.30758704
## 150 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.40867869
## 151 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.27697087
## 152 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.41853087
## 153 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.49838884
## 154 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.31451495
## 155 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 0.34806716
## 156 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.50436752
## 157 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.49960285
## 158 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.45129215
## 159 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.54263678
## 160 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.37955227
## 161 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 -0.38886967
## 162 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.42580686
## 163 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.47875975
## 164 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.51649313
## 165 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.28833471
## 166 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.43201796
## 167 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.54054856
## 168 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 0.29259740
## 169 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.32544602
## 170 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.52093392
## 171 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.39102393
## 172 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.26401459
## 173 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.45092074
## 174 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.41568478
## 175 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.31847741
## 176 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.42467591
## 177 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.31492925
## 178 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.44297805
## 179 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.48608323
## 180 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.50589315
## 181 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.31629886
## 182 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.35790709
## 183 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.44522010
## 184 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.49908975
## 185 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.40065771
## 186 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.35677963
## 187 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.39279759
## 188 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.33228670
## 189 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.49793013
## 190 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.49110863
## 191 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.44438517
## 192 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.42669828
## 193 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.53664939
## 194 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.40093776
## 195 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.39984438
## 196 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.33331792
## 197 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.52082947
## 198 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.32638572
## 199 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.34958516
## 200 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.33704815
## lnNSE KGE smNSE smlnNSE smKGE calNSE
## 1 0.258891075 0.3017112 -1.861275659 -1.46979622 0.014105434 -1.47000751
## 2 0.197714755 0.4133138 -0.093730990 -0.15063866 0.172675430 -2.00584677
## 3 0.110128011 0.3283759 -0.868930159 -0.73117578 0.057809200 -1.78595649
## 4 0.551581942 0.5671440 -0.767696705 -0.69532792 0.080411375 -1.28468999
## 5 0.333050687 0.4095132 0.095122329 0.16091590 0.142668108 -1.26916555
## 6 0.407942419 0.4967436 -0.213390141 -0.25873488 0.067292867 -1.70828397
## 7 0.551547662 0.6131827 0.234859623 0.17476977 0.348942545 -1.34386468
## 8 0.460503128 0.6162509 0.316564992 0.33164692 0.314830785 -1.29421000
## 9 0.470920511 0.5681302 -0.385488934 -0.26414334 0.072734606 -1.49311968
## 10 0.491664960 0.5787746 -0.617497932 -0.58648996 0.089205023 -1.71847067
## 11 0.307613482 0.5973369 -1.408229425 -1.40948267 -0.443490280 -2.72561204
## 12 0.155756712 0.4115492 -2.824423096 -2.08259345 0.046330016 -2.27446048
## 13 0.012409474 0.2698271 0.259885233 0.20201069 0.224672990 -2.14896503
## 14 0.100908353 0.2383789 -0.325722227 -0.19965771 0.347191154 -1.36282028
## 15 0.370813816 0.5048932 -0.112540221 -0.14771622 0.191756235 -1.98538390
## 16 0.435941473 0.6613307 -5.079604470 -6.85235578 0.049570617 -2.40214537
## 17 0.447017730 0.6577796 -5.746880491 -8.21998929 0.051423858 -2.41846391
## 18 0.026413995 0.3062834 0.215915249 0.27796731 0.395994348 -4.58769418
## 19 0.256371111 0.4049066 -15.704360881 -35.89999112 -0.565109164 -3.98562491
## 20 0.429111988 0.4607158 -2.844579942 -3.27262457 0.342311562 -0.88033780
## 21 0.297654608 0.3540864 0.410126252 0.40281390 0.341316539 -0.63042246
## 22 0.340893336 0.5411791 -1.292830565 -1.09717234 -0.006206468 -2.22257191
## 23 0.212588243 0.4665200 -8.834187258 -14.54901887 -0.525770203 -3.68808160
## 24 0.540630014 0.6978782 -0.433109127 -0.34470292 -0.015833073 -1.80566621
## 25 0.356790575 0.5658898 -0.525566825 -0.40321629 0.226939141 -2.16464442
## 26 0.208913400 0.3302151 -0.027511365 0.08417478 0.341820016 -0.95998797
## 27 0.199983969 0.5345424 -4.080830659 -5.53807621 -0.352867994 -2.92644026
## 28 0.264416168 0.4080160 -1.391446810 -1.36089203 0.338673827 -1.29551546
## 29 0.061985406 0.3028018 -0.072144579 -0.11730659 0.167867300 -1.63432765
## 30 0.368436503 0.4050128 -2.861055203 -3.22673275 0.275593125 -1.16246945
## 31 0.412213234 0.6460267 -2.893670015 -2.16814526 -0.373590972 -2.34812745
## 32 0.343085059 0.6179070 -0.939844294 -0.86548708 -0.067704541 -2.50630164
## 33 0.082044262 0.3293586 -1.103929795 -1.01514990 0.279142793 -1.96915340
## 34 0.316159845 0.3661360 0.438563843 0.46436913 0.413841430 -0.90209860
## 35 0.417314226 0.6321386 -0.170989265 -0.19086547 -0.272445919 -2.18524608
## 36 0.163615073 0.4292821 -3.743324853 -2.64671970 0.051346594 -1.50929988
## 37 0.438416920 0.5540889 -0.299566055 -0.31578779 0.190968622 -1.56102445
## 38 0.501844142 0.5794422 -0.071421433 -0.09691746 -0.497682182 -1.54154780
## 39 0.346856651 0.4507418 0.395497533 0.42499735 0.397861076 -1.24223721
## 40 0.483287436 0.5154457 -3.570950213 -2.55646572 0.012925741 -1.29337706
## 41 0.381188047 0.6382195 -7.393372631 -11.01764248 -0.214323606 -2.41632060
## 42 0.441258388 0.4950795 -1.438756053 -1.20381709 -0.241571558 -1.51631285
## 43 0.353579788 0.4311181 0.153262963 0.13531392 0.055074873 -1.50279585
## 44 0.479216378 0.6788103 -1.809548708 -1.89487006 -0.216397470 -1.94741337
## 45 0.517871242 0.6406784 -9.408224559 -16.14213014 -0.044684061 -1.58557356
## 46 0.242781061 0.3492921 -0.851733663 -0.71188975 0.029682446 -1.15187325
## 47 0.281266768 0.5455174 -1.888814423 -1.51634241 -0.283888860 -2.55538240
## 48 0.090538934 0.2936110 -1.043140961 -0.90945993 0.091292136 -1.38882009
## 49 0.535953146 0.5597425 -1.343664470 -1.29410246 0.316897322 -1.24880804
## 50 0.359573745 0.5411231 -1.057383002 -0.93123991 0.126292628 -1.75366613
## 51 0.192120238 0.3601465 0.056599930 0.03121106 -0.104492009 -1.67663795
## 52 0.475602105 0.5131847 0.180627855 0.24327931 0.286694272 -1.34639130
## 53 0.028385160 0.2307177 0.327557270 0.29546423 0.253897244 -1.58909880
## 54 0.477348196 0.5675662 -0.143113671 -0.19130290 0.026050130 -1.58017400
## 55 0.388062837 0.4643573 -0.505865746 -0.49308785 0.035617410 -1.46578012
## 56 0.116236264 0.2413484 -1.229315430 -1.12358895 0.231161399 -1.24076299
## 57 0.369516366 0.4900536 -3.662328650 -2.63745973 -0.232879619 -1.79003264
## 58 0.040044137 0.1569299 -1.433433712 -1.40677746 0.323123675 -8.57415802
## 59 0.186677696 0.3379559 -0.726444552 -0.58527384 0.262178598 -0.95453936
## 60 0.390968304 0.6400317 -12.496391028 -24.42321310 -0.074570333 -2.60817607
## 61 0.217637130 0.3524112 0.335456744 0.35645625 0.292488458 -1.17027979
## 62 0.342159057 0.3439476 -0.164347118 -0.01313521 0.288225270 -0.59683973
## 63 0.351329445 0.3810674 -18.561283736 -49.95306633 -0.534045845 -4.45626397
## 64 0.069948319 0.3158155 -1.176050157 -1.08118132 0.215635682 -1.70153094
## 65 0.214344883 0.4306177 0.216264315 0.15245596 0.360549424 -1.69033407
## 66 0.384292079 0.4337049 -2.695972253 -2.02568819 0.028709770 -1.47071568
## 67 0.354034886 0.4678104 -0.026646944 -0.04905265 -0.390901876 -1.79563777
## 68 0.264430926 0.3084441 0.255492296 0.32719893 0.410577940 -0.92123441
## 69 0.359383783 0.4879002 -1.216893220 -1.14773218 0.324640236 -2.08156853
## 70 0.392111715 0.6517994 -0.462091885 -0.43740761 0.106013125 -1.97109522
## 71 0.296079837 0.3649914 0.282756604 0.26615567 0.191867330 -0.75644417
## 72 0.002354142 0.3090501 -0.146329041 -0.16681724 0.244472772 -1.88202011
## 73 0.502627396 0.5865857 -1.710585093 -1.72881389 0.290284571 -1.47329347
## 74 0.407402717 0.5689289 0.259451567 0.20943129 0.235737796 -0.05746677
## 75 0.347364193 0.4827594 -2.446212861 -1.85855737 0.013022546 -1.69900572
## 76 0.223415334 0.3736916 0.333773350 0.30189895 0.249089734 -1.08526932
## 77 0.490572421 0.6894928 -1.546326360 -1.28193260 -0.480492541 -1.94176585
## 78 0.370338633 0.3765156 0.086471928 0.06089875 0.423747855 -1.00375246
## 79 0.481234862 0.6737727 -1.563749609 -1.29484174 -0.517419707 -2.05290052
## 80 0.069463099 0.2062400 -2.531793511 -2.81073659 0.310893863 -1.11584522
## 81 0.313113105 0.4878190 -4.730754776 -2.94087754 0.303790293 -1.72685032
## 82 0.392167170 0.5972389 0.045705278 0.05162719 -0.131639354 -2.18505812
## 83 0.108168564 0.2603754 0.415696952 0.37285903 0.384371502 -1.41527328
## 84 0.347126219 0.3786619 0.357508913 0.33609694 0.269242148 -1.00772435
## 85 0.189852053 0.3416947 0.105581788 0.13048000 0.014966013 -1.57126356
## 86 0.328869559 0.3775184 -0.030692305 -0.06568055 0.165819141 -0.97994087
## 87 0.476696501 0.6378693 -1.447919300 -1.38304212 0.002553318 -1.82677060
## 88 0.459256096 0.6214198 -0.093545012 -0.06440315 -0.369497109 -1.97402727
## 89 0.418077602 0.5017782 -15.072590620 -35.76452936 -0.224024839 -3.54019867
## 90 0.484264089 0.5452905 0.487930653 0.49869082 0.445420672 -1.47445175
## 91 0.280583667 0.3532361 0.189495750 0.21994553 0.149342088 -1.19610959
## 92 0.509616726 0.4786678 -1.213793683 -1.03425994 0.032158175 -1.00218420
## 93 0.491852773 0.6001266 -1.091980313 -0.94691796 -0.399914475 -1.59616842
## 94 0.557250675 0.6933746 -7.084116695 -10.87837777 0.062127806 -1.92324765
## 95 0.275434535 0.2837434 0.135445080 0.23622451 0.264487569 -1.15821564
## 96 0.338018488 0.3361361 0.106341330 0.20813432 0.309756247 -0.90869748
## 97 0.180107446 0.4087930 0.001896904 -0.03194576 -0.220277261 -2.18453263
## 98 0.323173826 0.4478638 -1.490957399 -1.21707671 0.023245954 -1.31369579
## 99 0.082198604 0.3690262 0.118100951 0.17022671 0.168650112 -2.11163598
## 100 0.357295217 0.5114637 0.181555466 0.12605171 0.388856131 -1.62527348
## 101 0.032650551 0.3035425 -0.166322691 -0.18156822 0.112435221 -2.22132343
## 102 0.046526302 0.3541586 -1.430367374 -1.40291762 0.254872726 -0.80404215
## 103 0.348446452 0.4587463 -2.652483753 -1.88379231 0.375784266 -1.58968998
## 104 0.188996050 0.2709867 -0.495449672 -0.36946870 0.371602005 -0.99722879
## 105 0.157535119 0.4595937 -3.253167343 -3.82184982 0.191569306 -2.06163533
## 106 0.481206021 0.6255659 0.278430912 0.27031787 0.272087637 -1.71814036
## 107 0.393094730 0.6520155 -1.091583508 -1.05569723 -0.410718165 -2.32141020
## 108 0.265201035 0.3691853 -0.146278943 -0.16954257 0.284603401 -1.54179271
## 109 0.082810836 0.2609679 0.167094698 0.11913712 0.130617431 -1.61868271
## 110 0.256896099 0.3050337 -1.324228470 -1.22458609 0.214012613 -0.97844540
## 111 0.335797231 0.6022105 -0.098012568 -0.09904957 -0.184391799 -2.45658956
## 112 0.234212893 0.3982441 -0.066269707 -0.12180983 -0.024964178 -1.89462090
## 113 0.459103626 0.4588968 -0.083504405 -0.01943411 -0.065446950 -1.31341018
## 114 0.448938274 0.5761268 -1.412377964 -1.16734643 0.108269099 -1.79449213
## 115 0.422522144 0.6121611 -1.842318916 -1.89982302 -0.306176732 -1.95097401
## 116 0.490236654 0.4768624 -4.332947063 -2.99423841 0.034570761 -0.97691370
## 117 0.121213044 0.3860948 0.345982627 0.34957343 0.298610120 -2.05135593
## 118 0.125139637 0.3642365 0.161845889 0.19528576 0.166166765 -1.85027253
## 119 0.431124360 0.6403829 -0.068088312 -0.03391154 -0.166985131 -2.14979790
## 120 0.236692765 0.4196266 -1.469617094 -1.44053869 0.286121525 -1.59457258
## 121 0.173059200 0.3402285 -0.359701753 -0.36719667 0.133392674 -1.59171068
## 122 0.357362813 0.3535247 0.378388462 0.36445777 0.282781982 -0.61000884
## 123 0.428420214 0.6573822 -4.451848261 -5.51664044 -0.164000586 -2.18676484
## 124 0.530235109 0.7008649 -5.305987676 -7.15861796 -0.263348796 -1.81718282
## 125 0.506768020 0.6193768 -1.360333362 -1.26900345 0.060931521 -1.79895626
## 126 0.348954461 0.5815772 -8.029200822 -12.89719360 -0.118230436 -2.17095882
## 127 0.294350952 0.6137290 -1.438328333 -1.68680007 -0.318505653 -2.76918426
## 128 0.191436215 0.2940113 -0.878742611 -0.77091125 0.119723843 -1.47756518
## 129 0.098207368 0.2128103 -1.023050862 -0.92198632 0.315865524 -1.13147587
## 130 0.477757637 0.5681298 -0.466642540 -0.45348917 0.236473769 -1.55551290
## 131 0.328720762 0.4806945 -0.460345964 -0.45968711 -0.247489822 -1.98249055
## 132 0.431798421 0.4934601 -0.575985929 -0.45042516 -0.077356983 -1.40461769
## 133 0.009460607 0.2790793 0.120392770 0.08207085 0.048764324 -2.04175378
## 134 0.387001883 0.5712181 -0.561606463 -0.42240349 0.294970376 -2.74237433
## 135 0.167746350 0.2807578 -0.478269390 -0.39381695 0.432879846 -1.16404645
## 136 0.305842160 0.3331826 0.468569243 0.49741280 0.454937508 -0.56944133
## 137 0.101085864 0.2411290 0.356461703 0.39220829 0.354441017 -1.26265566
## 138 0.145162544 0.3778112 -4.467264183 -3.10097802 -0.131398975 -2.03289019
## 139 0.342219110 0.5852917 -0.921483709 -0.80036982 0.175205742 -2.31885024
## 140 -0.012323450 0.2426141 0.225539941 0.16547855 0.274052310 -1.84446047
## 141 0.369289657 0.6140967 -0.870330321 -0.78185977 -0.430297192 -2.37831675
## 142 0.077071970 0.3740457 -0.332329101 -0.31803866 0.218261152 -2.39434815
## 143 0.039444390 0.2591735 0.242686838 0.18286061 0.254608698 -1.66561420
## 144 0.349992342 0.4574043 -19.346994294 -53.14056238 -0.446709398 -3.66763917
## 145 0.297552451 0.4293176 -1.737335572 -1.74727232 0.278960202 -1.69792717
## 146 0.321649888 0.5157465 -1.245028531 -1.13758022 -0.139451963 -2.13734307
## 147 -0.005642703 0.2577636 0.109544467 0.13348253 0.020433300 -2.24785883
## 148 0.399790702 0.5499705 0.011180806 -0.05848659 0.219517109 -1.79445754
## 149 0.200440235 0.3005547 -1.508303494 -1.16626619 0.322158159 -1.00375596
## 150 0.125189053 0.4359604 0.194284462 0.25062128 0.298032598 -1.63359170
## 151 -0.021663139 0.2563408 -1.465464433 -1.44473962 0.297078763 -1.59073630
## 152 0.220359590 0.3843614 0.352862142 0.29683058 0.388709198 -0.83011461
## 153 0.372896966 0.5923208 -2.625571012 -2.86575603 0.188589033 -2.14846651
## 154 0.147875066 0.2923373 0.193887398 0.25506571 0.246027432 -1.16417128
## 155 0.407699989 0.5384209 -0.582241869 -0.43343684 0.100616002 -0.04849188
## 156 0.431355933 0.5742220 0.292886966 0.31765424 0.311161591 -1.78417574
## 157 0.382317033 0.4948843 0.013932688 0.06799508 0.081184013 -1.12583130
## 158 0.333168652 0.4557542 0.068304226 0.07778380 -0.052165649 -1.51192394
## 159 0.534287847 0.5447028 -0.305522130 -0.17959661 0.248927511 -0.97059222
## 160 0.236168138 0.3502049 -2.185938585 -2.28977254 0.231200211 -1.00900515
## 161 0.079839636 0.3404777 -0.398692240 -0.38283189 0.217672018 0.11143995
## 162 0.237124325 0.4158114 -1.148675541 -0.95514831 0.206693787 -1.47964460
## 163 0.298238084 0.5008803 0.087669083 0.09179761 -0.011915270 -1.83627776
## 164 0.484924916 0.6461734 -0.066166148 -0.09993512 -0.267154011 -1.91025889
## 165 0.176192860 0.3362139 0.226231122 0.16029826 0.320435089 -1.82558613
## 166 0.350901798 0.5947320 -0.441328513 -0.42670181 -0.163849912 -2.40007865
## 167 0.541519872 0.6665998 0.011314903 -0.05134386 0.056235782 -1.78081529
## 168 0.368802095 0.5309389 0.068172385 0.16291417 0.172253504 -2.48281487
## 169 0.162147046 0.3564005 -4.026774921 -2.83339138 -0.045191554 -1.88609338
## 170 0.471399322 0.6884282 -2.997411057 -3.55693911 -0.002146620 -2.08434510
## 171 0.163114497 0.3873675 -1.473323510 -1.44884645 0.296923731 -1.67913459
## 172 0.169286387 0.2594706 -0.295224209 -0.15339024 0.161192508 -1.30919840
## 173 0.347210525 0.5267141 -1.112049408 -0.94172509 0.027761091 -0.96802459
## 174 0.395361897 0.4355804 -0.236921436 -0.14285197 -0.071544966 -1.40425541
## 175 0.037261979 0.3076620 -0.156391959 -0.04455216 0.129404260 -1.87307980
## 176 0.288520263 0.6008454 -0.783928437 -0.72313236 0.071291419 -2.62515653
## 177 0.156748760 0.3482274 -0.372577828 -0.38133702 0.141975101 -1.94962127
## 178 0.409718455 0.4770576 0.258289516 0.19016626 0.322297589 -1.43113441
## 179 0.348176119 0.6117006 -0.940575766 -0.82960335 0.247848167 -2.33894749
## 180 0.397594235 0.5580141 0.234406449 0.18889399 0.152825207 -1.83283093
## 181 0.229948862 0.3391132 -0.772926147 -0.70152735 0.004227641 -1.62263103
## 182 0.317061349 0.3699433 0.189450694 0.13768069 0.130585667 -1.31785465
## 183 0.397818128 0.5351439 -4.520310529 -3.14661892 -0.298561229 -2.02041711
## 184 0.426271803 0.5834183 -0.317847663 -0.33431029 -0.398975365 -1.92298730
## 185 0.313893544 0.6372438 -3.630944454 -4.47065722 -0.352319635 -2.67559949
## 186 0.094774674 0.3651374 -0.978611197 -0.81937484 0.267547088 -1.96717444
## 187 0.408860121 0.4219072 0.126894456 0.11744451 0.020413038 -1.38164786
## 188 0.268345225 0.3224607 -1.275034326 -1.03218315 0.229954376 -0.97718210
## 189 0.426606524 0.5148000 -1.210229355 -1.11740820 0.225002038 -1.46829471
## 190 0.427443178 0.6633077 -1.290871614 -1.31015154 -0.329892701 -2.11386387
## 191 0.175095785 0.4736834 0.127996878 0.19175703 0.301214479 -2.18529266
## 192 0.135236441 0.4309412 -3.087124747 -3.56799735 0.238445467 -2.05128044
## 193 0.514125280 0.6828799 -0.145496335 -0.15179658 -0.332808620 -1.84334549
## 194 0.450228445 0.4137465 -0.513773473 -0.46548165 0.196632742 -1.01770147
## 195 0.383525388 0.6238328 -5.955969853 -8.77240204 0.091761861 -2.57519534
## 196 0.273376136 0.3357467 -0.753210634 -0.65187910 0.230547619 -1.12954666
## 197 0.450610063 0.6484691 -0.314293934 -0.26407242 -0.253387950 -1.95358088
## 198 0.259083187 0.3261718 0.195119666 0.15479468 0.147602750 -1.22650002
## 199 0.270158547 0.3779724 -0.046185571 0.06783569 0.385268524 -1.54441132
## 200 0.083861374 0.3401637 -1.210341216 -1.01252364 0.098239253 -1.94793078
## callnNSE calKGE calsmNSE calsmlnNSE calsmKGE
## 1 -1.11209680 0.24347291696 -2.225117256 -1.736339551 -0.0212278661
## 2 -1.34905376 0.23915326574 -0.328248256 -0.362044084 0.1569548971
## 3 -1.51516525 0.24675928789 -0.483308442 -0.358795687 0.0334479280
## 4 -0.54870752 0.28699600534 -1.069912943 -0.941586869 0.0828224326
## 5 -0.96377012 0.33523827613 0.197288591 0.226081907 0.1382295196
## 6 -0.93821276 0.25352435073 -0.456312878 -0.476660957 0.0491275625
## 7 -0.52206080 0.25220528622 0.101059803 0.039923127 0.3808388137
## 8 -0.38843661 0.17610106780 0.494139291 0.459596392 0.3793239331
## 9 -0.73948644 0.26419036616 -0.088895760 -0.004404795 0.0853098949
## 10 -0.80275584 0.21280733861 -0.922792927 -0.839851626 0.0947769743
## 11 -1.12000153 -0.08090567543 -0.891714954 -0.846372518 -0.4430921618
## 12 -1.42555683 0.19660286963 -3.234682091 -2.359957906 0.0384202534
## 13 -1.74573032 0.12261253508 0.147481754 0.079632471 0.2165147688
## 14 -1.27492031 0.13749150679 0.024180413 0.131387612 0.3627584115
## 15 -0.86988481 0.09998531669 -0.326588585 -0.339400177 0.1872655685
## 16 -0.77202129 -0.11365046119 -3.423236941 -4.415174602 0.1977466674
## 17 -0.73134208 -0.13728376883 -3.905474218 -5.364545994 0.2142971237
## 18 -2.79502093 -0.15923567781 0.468421057 0.481915121 0.4454092038
## 19 -0.77249253 -0.65036680608 -12.862534478 -28.898462694 -0.5102816297
## 20 -0.56015739 0.40995592122 -1.768746292 -1.977970460 0.4068632090
## 21 -0.64067439 0.40625472219 0.402465519 0.372551742 0.3378210347
## 22 -1.16489435 0.14974857602 -1.665020538 -1.383212277 -0.0004366681
## 23 -0.95212007 -0.51768220319 -6.880487744 -10.997277111 -0.4662061093
## 24 -0.56593277 0.06601645990 -0.026408605 0.026114880 0.0933738772
## 25 -1.13793179 0.15436018684 -0.087796940 0.011555965 0.2585802748
## 26 -0.94159228 0.34589267101 0.220853163 0.302514874 0.3522895937
## 27 -0.67231558 -0.40443060241 -2.748461487 -3.497834837 -0.2643858646
## 28 -1.01847560 0.33142888828 -0.714666869 -0.630024853 0.3740032487
## 29 -1.47842342 0.26166404361 -0.294223303 -0.317186290 0.1408936854
## 30 -0.86134343 0.33223903971 -1.968632368 -2.150249326 0.2988497527
## 31 -0.78489826 -0.06719882429 -3.264103545 -2.419130179 -0.3380031682
## 32 -1.11961125 -0.00342663871 -0.349443799 -0.267094551 0.0525697243
## 33 -1.54183235 0.19735254027 -0.530367244 -0.416393716 0.3023561991
## 34 -0.79763572 0.36731564787 0.508917277 0.503384158 0.4300431650
## 35 -0.85130166 0.02889404424 -0.213614363 -0.255334106 -0.2084831897
## 36 -1.25071338 0.29615263407 -4.234627498 -2.954589716 0.0619862266
## 37 -0.72368106 0.24589492968 -0.555619470 -0.536102671 0.1895650140
## 38 -0.63629059 0.21667733547 -0.182303911 -0.220457363 -0.5783664640
## 39 -0.86675557 0.35249037486 0.506128518 0.496163901 0.4280411276
## 40 -0.61533152 0.30473381152 -3.979481403 -2.821576023 0.0078216791
## 41 -0.97281587 -0.03592731359 -5.479934511 -7.892625056 -0.0796975948
## 42 -0.83406209 0.28670680250 -1.810701696 -1.487386592 -0.2495721074
## 43 -1.04199621 0.30720191996 0.121607223 0.075667675 0.0536757265
## 44 -0.66597491 0.03374106227 -0.991600109 -0.974408903 -0.0994101732
## 45 -0.53008779 0.09673671056 -6.729414154 -11.094804557 0.1409791510
## 46 -1.06057291 0.34283059599 -0.488397633 -0.362976462 -0.0099942837
## 47 -1.25511600 0.05946271932 -2.261048787 -1.793305092 -0.2463752696
## 48 -1.34527232 0.27399433956 -0.619107082 -0.485568248 0.0675545146
## 49 -0.57166576 0.30614338032 -0.728955125 -0.634174720 0.3379801380
## 50 -1.00387987 0.24276752773 -0.479227637 -0.346533583 0.1807573256
## 51 -1.33720084 0.28924116038 -0.043819985 -0.082680926 -0.2011759837
## 52 -0.75101080 0.31062094900 0.375720972 0.391932760 0.3141553683
## 53 -1.52746286 0.15244061258 0.275174030 0.222963209 0.2462787231
## 54 -0.77881038 0.25099739827 -0.353013626 -0.386825801 0.0262348391
## 55 -0.92043188 0.30883526671 -0.784568457 -0.728983190 0.0047750712
## 56 -1.21858987 0.19669686087 -0.709384414 -0.579607218 0.2383513996
## 57 -0.96437637 0.23352247627 -4.096129333 -2.920242674 -0.2983469158
## 58 -3.05437341 -0.79844578626 -0.811156976 -0.729237780 0.3410419001
## 59 -0.94206041 0.36448287885 -0.307898997 -0.170489410 0.2705006276
## 60 -0.89730181 -0.14631833394 -9.689092579 -18.410408948 0.0602796868
## 61 -1.04989864 0.30796230521 0.391365514 0.378410848 0.3051717629
## 62 -0.59022810 0.38794662594 0.075282368 0.200546141 0.2947440318
## 63 -0.69227604 -0.73761935281 -15.125825426 -39.888650725 -0.4315714977
## 64 -1.50912854 0.23305311599 -0.632827621 -0.514331311 0.2259930444
## 65 -1.19815542 0.28624643499 0.054579846 -0.004832281 0.3873594826
## 66 -0.91308001 0.28251277563 -3.113794197 -2.312281572 0.0062470245
## 67 -1.05130285 0.25131536937 -0.118894228 -0.157845423 -0.4980492221
## 68 -0.88687745 0.30390755252 0.417511813 0.457821459 0.4204681267
## 69 -0.83163307 0.07548330679 -0.587911934 -0.482032885 0.3587899705
## 70 -0.70221734 0.01726703099 -0.691598851 -0.635392572 0.1792626292
## 71 -0.73595453 0.40464865632 0.237231122 0.199967112 0.1828969923
## 72 -1.66053607 0.22908100318 -0.380111273 -0.371400991 0.2600365109
## 73 -0.69619293 0.25982896618 -0.980485218 -0.920244324 0.3200757861
## 74 0.12290171 0.56817045442 0.150536373 0.091213869 0.2436015016
## 75 -0.92984172 0.25317631537 -2.829941401 -2.127854712 -0.0025178995
## 76 -0.98769089 0.36600403115 0.284519475 0.231246568 0.2496777704
## 77 -0.55553619 -0.00122347996 -1.875129999 -1.534550016 -0.4760452683
## 78 -0.77539477 0.29523675297 -0.102570189 -0.106235242 0.4410219739
## 79 -0.63960908 -0.00374863393 -1.909066088 -1.560338188 -0.5459396277
## 80 -1.21152347 0.17433816307 -1.687479786 -1.807867107 0.3323355358
## 81 -1.03110855 0.25894114005 -4.508561397 -2.919032339 0.1683264491
## 82 -0.95072997 0.07869038662 0.058746633 0.030879400 -0.0949947233
## 83 -1.27362526 0.14795413420 0.345527032 0.287604238 0.4030025432
## 84 -0.82712032 0.33689938231 0.331540007 0.285540978 0.2785455377
## 85 -1.23030680 0.28629817568 0.100147517 0.098369572 -0.0356435115
## 86 -0.75977425 0.37808590764 -0.218326777 -0.238165941 0.1577914927
## 87 -0.75458241 0.13411832047 -0.783473499 -0.682092128 0.0858062929
## 88 -0.80166883 0.10628959173 -0.040357649 -0.047925250 -0.4049162425
## 89 -0.60552683 -0.54400702203 -11.733992754 -27.048071385 -0.0673354105
## 90 -0.64242926 0.24721371168 0.560488128 0.537514957 0.4651629557
## 91 -1.02869049 0.32341495450 0.226434071 0.224596342 0.1369501692
## 92 -0.59003788 0.38493595659 -1.571099090 -1.310406839 0.0287056153
## 93 -0.69531646 0.19967693672 -1.389984415 -1.188875085 -0.3192751465
## 94 -0.47745067 -0.06351731621 -4.989801339 -7.359071337 0.2234316661
## 95 -0.97106397 0.21375135763 0.277236412 0.344971800 0.2706442261
## 96 -0.80865341 0.31903837922 0.291333691 0.358870894 0.3208435642
## 97 -1.49323461 0.21785109838 -0.116421095 -0.161402456 -0.3267029065
## 98 -0.88425835 0.34751295157 -1.839622369 -1.480546189 0.0014916630
## 99 -1.59781729 0.22423335312 0.281668119 0.285102225 0.2082578910
## 100 -0.84420113 0.25033867170 0.002250643 -0.040512428 0.4045289562
## 101 -1.68121683 0.21095516666 -0.382823880 -0.374067777 0.1083931743
## 102 -0.81782631 0.40138161335 -0.623876927 -0.516781551 0.3212742930
## 103 -0.93114534 0.25213983178 -3.114300887 -2.182377756 0.3821026801
## 104 -0.99121389 0.21735767849 -0.083965114 0.033293049 0.3930113445
## 105 -1.38224471 0.23583992193 -1.870620212 -2.030555352 0.2980856028
## 106 -0.71723892 0.16116077547 0.435346096 0.369667934 0.3630458620
## 107 -0.74028968 -0.08060633363 -0.584850626 -0.534991758 -0.3492644130
## 108 -1.10698771 0.24579848104 -0.378614363 -0.370924779 0.2877697741
## 109 -1.47641629 0.20422714990 0.037186193 -0.015991167 0.1036157066
## 110 -0.93173745 0.28176767135 -0.786169223 -0.658178555 0.2215708165
## 111 -1.14068621 0.03392472897 0.013932833 -0.027154898 -0.0930773560
## 112 -1.33680346 0.25662612283 -0.265004708 -0.310560799 -0.0994940593
## 113 -0.78870764 0.33036368429 0.016657330 0.042539224 -0.1206950749
## 114 -0.81023548 0.18923640537 -1.780670463 -1.445399523 0.1020813552
## 115 -0.79206229 0.09282416078 -1.057325972 -1.029690680 -0.1992690375
## 116 -0.52109537 0.38186969411 -4.712148255 -3.230955139 0.0176590590
## 117 -1.49022213 0.24085302429 0.405903039 0.371459118 0.3179628947
## 118 -1.45681931 0.25306086774 0.231851092 0.228493959 0.1572037577
## 119 -0.79925918 0.03013430622 0.058203580 0.047437495 -0.1012996954
## 120 -1.15749020 0.30550682913 -0.826597218 -0.739287752 0.3034011172
## 121 -1.32298014 0.27500810892 -0.627557374 -0.596232196 0.1136352501
## 122 -0.57577014 0.39462570031 0.332377262 0.302042097 0.2800527178
## 123 -0.86660777 0.01355407029 -3.119853759 -3.709440712 -0.0488101725
## 124 -0.56587765 0.03571814263 -3.677161473 -4.755431988 -0.1301613272
## 125 -0.79565278 0.17517598929 -0.794773118 -0.682735840 0.0810462795
## 126 -0.87393035 -0.00003145868 -5.718259615 -8.901067396 0.0600346439
## 127 -0.73105158 -0.29632237680 -0.863834149 -0.930538617 -0.2306370025
## 128 -1.26499389 0.20845148798 -1.194483811 -1.022448862 0.1018276733
## 129 -1.17080413 0.15336427826 -0.502604996 -0.381445314 0.3331188731
## 130 -0.71320163 0.23931766360 -0.763901895 -0.699737653 0.2454669883
## 131 -1.12782336 0.21527475961 -0.722503083 -0.687678686 -0.3581440256
## 132 -0.82522653 0.31582072309 -0.303380444 -0.207265238 -0.1509963911
## 133 -1.75548003 0.18306254113 0.006679712 -0.041940264 0.0253793692
## 134 -1.14627968 -0.03416364288 -0.148274845 -0.018632177 0.3098447791
## 135 -1.08977305 0.16596583968 -0.763515930 -0.619626402 0.4397753436
## 136 -0.61196794 0.34025215798 0.540074884 0.539380276 0.4768051490
## 137 -1.24557070 0.18044193687 0.451154682 0.449789799 0.3738538716
## 138 -1.42124636 0.24119552238 -4.899395915 -3.369351959 -0.1899752505
## 139 -1.05768540 0.06822977297 -0.378427329 -0.256158760 0.2131295330
## 140 -1.66203556 0.12513712058 0.078175073 0.018373914 0.2769997164
## 141 -0.91908310 -0.01776743876 -1.098954372 -0.977545286 -0.3912517701
## 142 -1.64211944 0.18614780183 -0.581249701 -0.529999294 0.2524338418
## 143 -1.54277123 0.18430761181 0.105312096 0.042976051 0.2517327043
## 144 -0.73739040 -0.54623278574 -15.896526540 -42.784130398 -0.3472134268
## 145 -1.10891395 0.26854817856 -1.049782365 -0.984481957 0.2992196154
## 146 -1.24781888 0.19210037711 -0.734259637 -0.621795071 -0.1080363593
## 147 -1.85723713 0.16041865500 0.121700385 0.116374864 0.0031710019
## 148 -0.87970153 0.20892705130 -0.200763554 -0.254698992 0.2217133614
## 149 -0.96602106 0.23570719802 -1.859311612 -1.421431364 0.3180987293
## 150 -1.33342754 0.31830407855 0.369369111 0.379659178 0.3310091373
## 151 -1.56233179 0.19031276250 -0.797553219 -0.717143358 0.3222371861
## 152 -0.81873433 0.41397090280 0.238720726 0.176961931 0.4093937256
## 153 -1.04072608 0.12178176071 -1.657794107 -1.721112710 0.2375030729
## 154 -1.12840995 0.27498687926 0.286890341 0.314940475 0.2401403740
## 155 0.16606011 0.56029862702 -0.249369298 -0.122656752 0.0925436850
## 156 -0.88388206 0.20853854958 0.429024699 0.408250171 0.3361769407
## 157 -0.77448948 0.38053711238 0.200623001 0.202922107 0.1384857989
## 158 -1.03537349 0.31791636664 0.077169904 0.053582855 -0.0691012755
## 159 -0.51680828 0.38207007915 0.081043208 0.172856196 0.2844462755
## 160 -0.96806801 0.35993020879 -1.429468883 -1.422763908 0.2470084372
## 161 0.08055557 0.32172108749 -0.669758179 -0.609761295 0.2105556840
## 162 -1.12943064 0.32082974831 -1.494735478 -1.219919389 0.1953632171
## 163 -1.13481626 0.25068722230 0.127619261 0.091710305 0.0170663242
## 164 -0.72633454 0.09846571766 -0.151588740 -0.203256914 -0.2299829856
## 165 -1.34476759 0.17694317550 0.065391391 0.004881536 0.3221154368
## 166 -0.73428461 -0.07503327186 -0.652993731 -0.616429918 -0.1081001200
## 167 -0.63664001 0.12255142885 -0.123663991 -0.194154097 0.1100402220
## 168 -1.55012595 0.02635840351 0.197026333 0.258063493 0.1737267626
## 169 -1.34233744 0.24957986098 -4.441470060 -3.097547767 -0.0880529202
## 170 -0.70567827 -0.00895734871 -1.753865970 -1.964926411 0.1546575976
## 171 -1.30778753 0.29140534144 -0.812428803 -0.728441355 0.3191455546
## 172 -1.17658449 0.19946799977 -0.047567831 0.065420106 0.1538967443
## 173 -0.51522032 0.38555313163 -1.426037360 -1.188500730 0.0449304747
## 174 -0.93899269 0.32212130033 -0.075594923 -0.018699485 -0.1383118328
## 175 -1.62737565 0.23586831213 0.037327606 0.115049630 0.1140942673
## 176 -1.25607350 -0.01393129948 -0.113084012 -0.054641824 0.2440770883
## 177 -1.46722432 0.22705514362 -0.646915926 -0.615182122 0.1238165225
## 178 -0.81485577 0.29195596468 0.110765136 0.044547522 0.3268759256
## 179 -1.08595361 0.06326898199 -0.329356252 -0.210601173 0.3004047015
## 180 -0.88832355 0.19366365832 0.164472650 0.097558518 0.1565939325
## 181 -1.26858466 0.25925636887 -1.082986783 -0.953773083 -0.0529713904
## 182 -1.02059330 0.30304202866 0.083659651 0.018571877 0.1206389938
## 183 -0.98182555 0.16540825707 -4.987548130 -3.434488226 -0.3330772391
## 184 -0.86610706 0.14815180647 -0.496620007 -0.506144233 -0.3639336029
## 185 -0.80911891 -0.21337097875 -2.406616003 -2.830908338 -0.2464763045
## 186 -1.52382916 0.23986234241 -1.327517152 -1.087338970 0.2646071150
## 187 -0.92263391 0.30586016220 0.096384931 0.059696314 -0.0146878653
## 188 -0.90223730 0.28735334534 -1.615081656 -1.288218125 0.2257582323
## 189 -0.88127421 0.29984711378 -0.589656915 -0.470415093 0.2603400921
## 190 -0.77414999 0.00830981702 -0.680419687 -0.648775668 -0.2524656284
## 191 -1.33066764 0.19789143062 0.445955042 0.457023479 0.3804389572
## 192 -1.41861557 0.24333015212 -1.906128087 -2.091241648 0.3047270957
## 193 -0.64369398 0.08253296635 -0.127293885 -0.162897258 -0.2998173373
## 194 -0.67572957 0.36395907673 -0.756732783 -0.668356930 0.1974981444
## 195 -1.07011755 -0.07238320575 -3.981095760 -5.594050336 0.2656697485
## 196 -0.95288372 0.26587999701 -1.044096266 -0.884282294 0.2286058637
## 197 -0.77574002 0.07576926627 -0.048854563 -0.042241292 -0.1539185112
## 198 -1.05111503 0.29506522248 0.083670795 0.035033434 0.1335582201
## 199 -1.09852106 0.24242931305 0.259817709 0.342173867 0.4139252637
## 200 -1.55920621 0.23804058804 -1.555890736 -1.278335647 0.0766786161
## valNSE vallnNSE valKGE valsmNSE valsmlnNSE valsmKGE
## 1 0.19219484 0.53769228 0.16679246 -1.965709647 -1.86439603 0.0719710843
## 2 0.39815302 0.72944020 0.34323740 0.394559220 0.36028195 0.3339264598
## 3 0.30158164 0.61913776 0.24011133 -4.386732121 -5.46532183 0.1571165907
## 4 0.54186282 0.84202244 0.49857225 -0.403644758 -0.46198744 0.0813235750
## 5 0.36887787 0.69835018 0.29905818 -1.140193412 -1.21490840 0.2009416899
## 6 0.43665216 0.77933547 0.42241909 0.232839394 0.19389473 0.1882127458
## 7 0.51773143 0.82669162 0.51126004 0.408968483 0.40734313 0.3569538080
## 8 0.64526002 0.84210738 0.75786351 -1.172174301 -1.37051683 0.2189985645
## 9 0.56541723 0.85166609 0.50875439 -3.052669555 -3.62431268 0.1337726997
## 10 0.44710013 0.77564898 0.47451968 -0.125216662 -0.18556613 0.1745541398
## 11 0.70655330 0.84483277 0.83210076 -6.049705435 -8.35514552 -0.5417018672
## 12 0.45413212 0.77951405 0.41238666 -3.384956843 -3.01565842 0.1082720333
## 13 0.14306366 0.44102809 0.09574979 0.334099798 0.36292473 0.3828176855
## 14 0.15204310 0.43388040 0.10029341 -3.243705485 -4.06209982 0.4650919024
## 15 0.39215927 0.76426475 0.41684375 0.248538511 0.20902513 0.2568685100
## 16 0.65799028 0.76946482 0.80658223 -18.747575735 -34.27872503 -0.2359420019
## 17 0.67702468 0.78161933 0.82143365 -20.932941588 -40.37186078 -0.2887914549
## 18 0.27176784 0.49298264 0.19982189 -1.762049777 -2.08457434 0.4839921558
## 19 -0.16989001 0.53723652 0.37225759 -43.798708553 -129.30000448 -0.7673087171
## 20 0.46844438 0.73951315 0.41895490 -11.644973628 -17.94818037 0.3048745238
## 21 0.40447487 0.65119455 0.31061825 0.015851815 0.03440422 0.4757111430
## 22 0.48213999 0.80731876 0.52031131 -0.930249261 -0.95645010 0.0743841898
## 23 0.16572205 0.59492382 0.51223516 -26.927228374 -58.69959995 -0.7243999351
## 24 0.66521990 0.85262540 0.74756686 -3.744943029 -4.67236620 -0.1412717310
## 25 0.50402534 0.81187821 0.55555210 -4.077802301 -5.14071547 0.3047577528
## 26 0.37902219 0.65126695 0.28675096 -2.162760650 -2.59057572 0.4608125266
## 27 0.24814344 0.54563191 0.53031626 -15.216223075 -28.45713496 -0.5557459710
## 28 0.37982335 0.69274686 0.29944185 -6.907505259 -9.59394316 0.4071753631
## 29 0.37598140 0.63753111 0.27922593 0.363283251 0.33576793 0.3044523534
## 30 0.31873267 0.65986266 0.26923594 -10.658538531 -16.11698944 0.3317482795
## 31 0.66846766 0.81821273 0.80505262 -3.725884366 -3.39886210 -0.4516003555
## 32 0.67487821 0.84362182 0.80222730 -5.643512769 -7.53774893 -0.1892742041
## 33 0.23791652 0.55887881 0.19085235 -5.835876601 -7.84281013 0.3908200294
## 34 0.36952946 0.69256434 0.29278468 -0.366436447 -0.39339097 0.5168406140
## 35 0.67444330 0.86154051 0.73463805 -0.801939708 -0.89239733 -0.3613098667
## 36 0.40019736 0.69255867 0.38152613 -4.535561343 -3.91163934 0.1581008073
## 37 0.47463552 0.80354981 0.46348388 0.155542048 0.09777977 0.2774177441
## 38 0.56137452 0.84593309 0.55559298 -0.250885748 -0.23173090 -0.4286911532
## 39 0.40424089 0.72453417 0.39629176 -0.664304425 -0.72924401 0.4912368846
## 40 0.50442073 0.82164662 0.46141553 -4.693688105 -4.07039994 -0.0384903822
## 41 0.71705545 0.83617005 0.84340869 -24.196972020 -48.17178209 -0.4823681300
## 42 0.46087615 0.80215924 0.44282393 -1.185553196 -1.19153791 -0.2743834397
## 43 0.36482833 0.71834362 0.32803071 -0.298360113 -0.27190647 0.0904441753
## 44 0.69033224 0.83924960 0.78836355 -8.416433925 -12.18326058 -0.3926909458
## 45 0.59734880 0.81804553 0.68124479 -31.939419330 -73.82880098 -0.4049238929
## 46 0.37233109 0.68498571 0.29116421 -4.233462836 -5.23934351 0.1369359215
## 47 0.58828801 0.85395327 0.63196907 -1.967184228 -1.87542074 -0.4035438530
## 48 0.35133064 0.60714800 0.25781430 -4.902504450 -6.23590362 0.1925140933
## 49 0.46769792 0.79532622 0.43321753 -6.480814133 -8.89372279 0.4015166744
## 50 0.54096328 0.83983887 0.49096257 -5.780291424 -7.56150625 0.0651782567
## 51 0.37590662 0.70980651 0.30960499 -0.085998496 -0.04977432 0.0646523888
## 52 0.42260982 0.76811359 0.38959443 -1.505703170 -1.71397830 0.3595355351
## 53 0.20253761 0.49202446 0.14316587 0.119679890 0.15415327 0.4041735507
## 54 0.48017135 0.80603228 0.46877425 0.172372238 0.15148907 0.0811767189
## 55 0.40720111 0.75007096 0.36057421 -0.078122883 -0.13615617 0.1200898085
## 56 0.22084445 0.51329329 0.16319725 -5.757253664 -7.62534759 0.3036368247
## 57 0.43388148 0.78540737 0.44572413 -4.712855752 -4.09311564 -0.2433902163
## 58 0.34824940 0.57831868 0.27667627 -6.678920561 -9.26163190 0.4296266397
## 59 0.41576400 0.63434064 0.31886413 -4.320987320 -5.50837597 0.3514229685
## 60 0.69492113 0.80172731 0.84025220 -38.024834105 -98.24364596 -0.4066583686
## 61 0.33122782 0.63360168 0.25307339 -0.465926463 -0.47548108 0.3805229378
## 62 0.34883689 0.64161277 0.27059748 -2.352548577 -2.74994855 0.2951517831
## 63 -0.26685113 0.55580348 0.38772487 -52.056082260 -182.06122402 -0.8228583295
## 64 0.30701034 0.59596164 0.22899178 -5.793466406 -7.72195283 0.3365755126
## 65 0.41816811 0.74229594 0.34185526 0.530937943 0.54115909 0.4647442787
## 66 0.26823551 0.62757446 0.27037879 -3.119558056 -2.82720453 0.1152733941
## 67 0.44497166 0.79011316 0.42899412 -0.276103926 -0.25259511 -0.2390173841
## 68 0.28329751 0.61581702 0.22481930 -1.192368485 -1.40055953 0.5525113483
## 69 0.35642125 0.69178627 0.57165130 -6.339185846 -8.64407744 0.3887401271
## 70 0.60308396 0.76182419 0.78731859 -0.274223073 -0.32589249 0.0048794903
## 71 0.41292929 0.67800095 0.31650573 0.003759057 0.04464479 0.2632565888
## 72 0.39254983 0.59690985 0.29086611 0.298955595 0.27331676 0.3465834605
## 73 0.49212535 0.81171745 0.47107720 -7.758001090 -10.95631911 0.3648266391
## 74 0.56259129 0.76732936 0.59028950 0.314038805 0.34477475 0.3473533022
## 75 0.46140614 0.79583062 0.43180657 -2.873599577 -2.62757810 -0.0040624847
## 76 0.43903240 0.68944585 0.33683648 0.113177826 0.15241127 0.3595049473
## 77 0.64789750 0.81136263 0.78961046 -1.611530007 -1.59611038 -0.4853762477
## 78 0.26289596 0.60266091 0.21894641 0.456476260 0.43483027 0.5024906047
## 79 0.62687108 0.81318013 0.76540416 -1.550459321 -1.51951033 -0.5007830922
## 80 0.21986004 0.50149127 0.16019564 -9.819264968 -14.69004787 0.4011916465
## 81 0.50149091 0.77578798 0.53737342 -10.202888780 -7.13534961 0.1918442953
## 82 0.61769629 0.85631393 0.65570822 -0.732921773 -0.75102389 -0.2368401623
## 83 0.21415141 0.45969931 0.16027907 0.371510165 0.41220434 0.4985172998
## 84 0.33450448 0.65951654 0.26548671 0.025611279 0.06132201 0.3451356677
## 85 0.36067684 0.66218302 0.28393339 -0.526464368 -0.50107327 0.1052795662
## 86 0.42769347 0.71274658 0.33921918 0.244786560 0.22169529 0.1900210118
## 87 0.63987128 0.87331938 0.66418866 -6.937518767 -9.40046594 -0.1077243730
## 88 0.57818274 0.83756863 0.64330697 -1.197449065 -1.28213074 -0.3465006544
## 89 0.17139419 0.62675964 0.55903300 -45.448684046 -142.65393161 -0.6235375689
## 90 0.49796314 0.81495357 0.45611043 -0.292722724 -0.32256878 0.5642271269
## 91 0.33339457 0.66314081 0.26649673 -0.614945949 -0.61335057 0.2121057985
## 92 0.44757724 0.78926666 0.39544006 -0.875082926 -0.90824174 0.0781192060
## 93 0.59676582 0.86863112 0.57757766 -0.991302570 -1.00449621 -0.5386567078
## 94 0.66397137 0.79510015 0.81660298 -24.659863471 -51.02754971 -0.2959081758
## 95 0.12706045 0.44699164 0.09692253 -1.289329581 -1.41000375 0.2761151847
## 96 0.26923901 0.61709390 0.22404522 -1.579079046 -1.80141085 0.3702529232
## 97 0.35666625 0.69915638 0.33118205 -0.082138394 -0.05330839 -0.0006639113
## 98 0.49320137 0.79450237 0.40750354 -1.405247686 -1.37851296 0.0411649579
## 99 0.34011201 0.65400646 0.27883417 -1.440033961 -1.59239415 0.2395173086
## 100 0.47202332 0.78230295 0.40865305 0.568056443 0.56181550 0.5026599828
## 101 0.33749361 0.65747383 0.27005728 0.168517209 0.14716930 0.2017708937
## 102 0.27442704 0.56735261 0.48624446 -7.693134683 -10.91597943 0.3163482606
## 103 0.37065441 0.70920917 0.31506002 -2.800379685 -2.44473429 0.5347056778
## 104 0.22267617 0.50675639 0.16698339 -3.879910986 -4.97661647 0.4726504570
## 105 0.55638670 0.80876649 0.45002991 -14.053569838 -23.01321147 0.1350226295
## 106 0.63126647 0.87842454 0.61288761 -1.124198324 -1.26658416 0.1562742841
## 107 0.65801149 0.77937538 0.81721723 -5.444514641 -7.30281583 -0.5305665059
## 108 0.22429260 0.57222386 0.20267423 0.291035252 0.24229958 0.3757588605
## 109 0.23850107 0.55078656 0.18071681 0.269501429 0.29716345 0.2433181048
## 110 0.25576134 0.57033210 0.19844691 -6.022761848 -8.00808267 0.2750327717
## 111 0.65673199 0.84978244 0.74733108 -1.530426502 -1.79383884 -0.2788102108
## 112 0.36572039 0.71050891 0.32021692 0.244308870 0.23786662 0.1492479962
## 113 0.39943084 0.75709831 0.37708741 -1.439960233 -1.55384717 0.0459221322
## 114 0.50555320 0.82364854 0.51374972 -1.159866566 -1.16180732 0.1988891391
## 115 0.65828423 0.87398339 0.67654772 -8.291066782 -11.79240368 -0.4865387010
## 116 0.48529941 0.80536083 0.42847918 -6.182108369 -5.18088252 0.0269568028
## 117 0.40941208 0.72420698 0.33411522 -0.469811308 -0.48889453 0.4253082512
## 118 0.34161652 0.65384870 0.27092810 -0.846076719 -0.89080897 0.2984388158
## 119 0.62334513 0.82618607 0.72915391 -1.557752007 -1.73761206 -0.2344184671
## 120 0.45081512 0.74829314 0.35939582 -6.856695009 -9.51878304 0.4063545534
## 121 0.33529826 0.66314754 0.26792407 0.116209470 0.06345546 0.2423939347
## 122 0.36291885 0.65297947 0.28077194 0.172873823 0.21322138 0.3035886257
## 123 0.68569536 0.82806958 0.81660416 -15.859825106 -26.56378838 -0.3255641187
## 124 0.70766292 0.84962151 0.79935823 -18.989116204 -34.62707581 -0.4918676718
## 125 0.54077357 0.83362509 0.58416081 -6.237801783 -8.25622850 0.1030707995
## 126 0.57140053 0.79003946 0.69218120 -27.503516299 -58.90571738 -0.4937682902
## 127 0.53215499 0.64402443 0.70998506 -6.422980955 -10.45228102 -0.5697632831
## 128 0.19373229 0.51401664 0.15048520 -0.522040735 -0.57252724 0.1998082364
## 129 0.20219087 0.47699646 0.14738394 -5.401144404 -7.19066447 0.4091930801
## 130 0.53585020 0.83849046 0.49155566 0.092840325 0.02641149 0.3578729017
## 131 0.41857473 0.76612621 0.42517851 -0.090478917 -0.13174828 -0.1493442270
## 132 0.50919253 0.81644895 0.44564737 -3.251425836 -3.86845145 0.0914779751
## 133 0.27900791 0.56546138 0.20605746 0.098591418 0.13364391 0.1713259992
## 134 0.50145420 0.78858364 0.51483047 -4.005265277 -5.09162307 0.3861084340
## 135 0.17448593 0.45730479 0.13126427 0.006120108 -0.01581970 0.5826074643
## 136 0.30862838 0.59073874 0.23598697 -0.320595573 -0.35013414 0.5429918156
## 137 0.19780334 0.50121529 0.14508432 -0.644027228 -0.68719502 0.4532159572
## 138 0.37469933 0.71087215 0.32038234 -6.122908472 -5.14405972 -0.0430717074
## 139 0.63788845 0.86561054 0.65689859 -5.349529107 -6.97443348 0.2238919277
## 140 0.21903808 0.47695560 0.15578055 0.467826798 0.48627241 0.4234446764
## 141 0.67428488 0.85806529 0.75037698 -0.989560120 -1.04004036 -0.4867680936
## 142 0.33306133 0.66216322 0.29664397 0.059047740 0.02669349 0.2535034038
## 143 0.25549443 0.54736598 0.18845322 0.442375833 0.46382289 0.3921856480
## 144 0.07428218 0.62872019 0.48745189 -53.506512458 -190.82049929 -0.7130584004
## 145 0.33712356 0.68594091 0.31514201 -7.569075424 -10.62879025 0.3571113778
## 146 0.48211748 0.80452926 0.49903823 -5.733890167 -7.42914220 -0.1673405407
## 147 0.23644145 0.55036257 0.18290750 -0.616922959 -0.61460016 0.1350789242
## 148 0.52334734 0.82760945 0.49428541 0.452203295 0.42529635 0.3690387648
## 149 0.24158640 0.52825953 0.18670944 -1.422466397 -1.34194316 0.4555442986
## 150 0.39267503 0.70559611 0.51861148 -1.371197809 -1.54280576 0.3920920540
## 151 0.31075007 0.52409659 0.22007588 -6.987231967 -9.73722323 0.4142509373
## 152 0.47212973 0.67833701 0.36161322 0.505524741 0.53453580 0.5117861008
## 153 0.59038204 0.85735118 0.62707792 -10.665784508 -15.93084018 0.1951897194
## 154 0.33441592 0.59465483 0.25100971 -0.917598856 -0.98249023 0.3453383127
## 155 0.33046923 0.56422222 0.54760811 -3.595867552 -4.37293202 0.1936983909
## 156 0.46571118 0.79182513 0.48303881 -0.984045674 -1.10104442 0.4115591442
## 157 0.53134043 0.82683395 0.43554641 -1.749293738 -1.95878103 0.0343547464
## 158 0.45477162 0.78401116 0.38613724 -0.670482471 -0.67064862 0.0158360454
## 159 0.51855230 0.82851686 0.43853199 -3.411465204 -4.19236883 0.2787740358
## 160 0.37706611 0.69357715 0.29488927 -8.731197366 -12.55511315 0.3106294112
## 161 -0.11613817 0.05725739 0.04147290 0.066122834 0.01514123 0.3268533729
## 162 0.45540835 0.73521370 0.35719474 -0.823998176 -0.83907716 0.3332744831
## 163 0.53594036 0.83346761 0.45819525 -0.808822620 -0.83458861 0.0032867583
## 164 0.60804906 0.84737071 0.67916563 -0.382650513 -0.39901619 -0.2794349316
## 165 0.15433511 0.47129969 0.12581376 0.543607719 0.54208757 0.4629294541
## 166 0.55377532 0.76532079 0.76750970 -0.336835977 -0.37014756 -0.2725298356
## 167 0.58481568 0.84380097 0.66172841 0.026463086 0.01393232 0.0343255192
## 168 0.35321203 0.68290617 0.40319634 -1.334799785 -1.44976335 0.1761300231
## 169 0.31174380 0.67070030 0.28118840 -5.452837116 -4.63728482 0.0250025046
## 170 0.69821963 0.81642642 0.83899354 -12.839159860 -20.89035742 -0.2649991574
## 171 0.42101798 0.72000327 0.33068629 -6.962075382 -9.68820945 0.4099054029
## 172 0.19301427 0.48288093 0.14231104 -2.624737460 -3.07424375 0.2180538100
## 173 0.57103593 0.82884267 0.66690605 -0.937764156 -0.95549198 -0.1476860917
## 174 0.37126666 0.72988998 0.33663239 -2.045472284 -2.29870384 0.0840872081
## 175 0.35580752 0.61991649 0.26161925 -2.084610995 -2.38257270 0.2374646629
## 176 0.71311733 0.86195003 0.83309622 -5.817400540 -7.80888901 -0.2858350082
## 177 0.28578165 0.63379787 0.24888146 0.129679415 0.07323083 0.2662820754
## 178 0.36234311 0.71061550 0.33189014 0.525703168 0.52431102 0.4452069375
## 179 0.64741095 0.87009903 0.70745007 -5.760010818 -7.62948547 0.2736470794
## 180 0.57080312 0.84965875 0.53143238 0.054706527 0.08893230 0.2394888384
## 181 0.26395502 0.62120971 0.23017739 -0.369329813 -0.42678517 0.1293230316
## 182 0.29892619 0.64805609 0.25688660 0.174926529 0.20688079 0.2244342205
## 183 0.48254858 0.80808585 0.52002392 -6.020926956 -5.08078899 -0.2649386722
## 184 0.56758959 0.85118606 0.58715752 -0.303993453 -0.32625847 -0.4526578717
## 185 0.65411302 0.70577849 0.81899350 -13.835330821 -23.11589316 -0.5677792542
## 186 0.38261963 0.67891313 0.29440550 -0.512286479 -0.53936541 0.4247015969
## 187 0.30337825 0.66252046 0.27895173 -0.350592624 -0.32312118 0.1257624017
## 188 0.28831594 0.59554428 0.22226442 -1.077175651 -1.06427688 0.3231180120
## 189 0.42490583 0.75774467 0.39151641 -6.281049173 -8.43384161 0.2643871492
## 190 0.68373815 0.81138289 0.81915846 -6.365376479 -8.93755514 -0.4572765598
## 191 0.52267161 0.80217818 0.44178645 -2.277305672 -2.74748132 0.3281700111
## 192 0.53337958 0.77378676 0.42673941 -12.649106143 -19.99515289 0.2744753931
## 193 0.63359407 0.82774498 0.73249948 -1.094231346 -1.23885610 -0.3716704175
## 194 0.33813300 0.70832304 0.30944298 -0.289710232 -0.34354132 0.1707965388
## 195 0.67770733 0.82259748 0.82384912 -22.035508154 -44.05736404 -0.2632325620
## 196 0.23572823 0.56486058 0.18951546 -0.441145342 -0.48460164 0.2944746526
## 197 0.69484719 0.87915517 0.73013548 -2.756346050 -3.32218823 -0.3690049093
## 198 0.28425169 0.62346218 0.23052638 0.216105993 0.24671264 0.2133395136
## 199 0.22958629 0.56544272 0.19755829 -2.514266868 -3.06987741 0.4776507760
## 200 0.35456274 0.65080634 0.27075274 -0.934138863 -0.94669530 0.2004469051dsmdist## m k soil_dep m_v k_v gw1 gw2
## 1 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 3 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 4 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 5 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 6 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 7 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 8 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 9 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 10 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 11 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 12 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 13 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 14 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 15 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 16 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 17 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 18 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 19 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 20 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 21 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 22 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 23 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 25 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 26 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 27 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 28 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 29 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 30 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 31 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 32 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 33 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 35 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 36 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 37 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 38 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 39 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 40 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 41 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 42 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 43 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 44 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 46 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 48 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 50 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 51 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 53 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 54 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 55 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 56 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 57 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 58 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 59 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 60 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 61 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 62 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 63 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## 64 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 65 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 66 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 67 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 69 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 70 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 71 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 72 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 73 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 74 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 75 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 76 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 79 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 81 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 82 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 83 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 84 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 85 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 87 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 88 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 89 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 90 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 91 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 92 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 93 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 94 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 95 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 96 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 97 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 99 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 100 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 101 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 102 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 103 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 104 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 105 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 107 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 109 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 110 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 111 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 112 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 113 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 114 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 115 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 117 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 118 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 119 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 120 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 121 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 122 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 123 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 124 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 125 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 126 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 127 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 128 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 129 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 130 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 131 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 132 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 133 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 135 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 136 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 137 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 139 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 140 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 141 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 142 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 143 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 144 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 145 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 146 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 147 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 148 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 149 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 150 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 151 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 153 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 154 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 155 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 156 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 157 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 158 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 159 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 160 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 161 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 162 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 163 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 164 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 165 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 166 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 167 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 168 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 169 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 170 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 171 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 172 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 173 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 174 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 175 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 176 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 177 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 178 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 179 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 180 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 181 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 182 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 183 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 184 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 187 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 189 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 190 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 191 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 192 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 193 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 194 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 195 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 196 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 197 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 199 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 200 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 1 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.38486881
## 2 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.44884338
## 3 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.40008723
## 4 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.59024644
## 5 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.48164652
## 6 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.51460457
## 7 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.61395346
## 8 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.53098556
## 9 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.58216112
## 10 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.57375017
## 11 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.41262026
## 12 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.43161019
## 13 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.30654345
## 14 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.30606989
## 15 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.44459294
## 16 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.47705051
## 17 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.46413385
## 18 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.24107965
## 19 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -0.05402174
## 20 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.53597776
## 21 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.42719438
## 22 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.51908500
## 23 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 0.02907731
## 24 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.61786487
## 25 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.53962151
## 26 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.39844081
## 27 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 0.16205412
## 28 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.48271906
## 29 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.36364488
## 30 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.47949402
## 31 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.48254570
## 32 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.46600115
## 33 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.36874797
## 34 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.44247451
## 35 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.52729944
## 36 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.38620052
## 37 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.55578166
## 38 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.56822995
## 39 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.41549323
## 40 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.55394753
## 41 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.48423515
## 42 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.52708593
## 43 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.49108845
## 44 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.54798848
## 45 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 0.39943284
## 46 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.42451987
## 47 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.47090193
## 48 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.37488887
## 49 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.59086766
## 50 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.53999410
## 51 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.42654891
## 52 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.55808510
## 53 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.29520514
## 54 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.57671559
## 55 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.51371656
## 56 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.31530988
## 57 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.50000380
## 58 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 -0.28403567
## 59 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.40898306
## 60 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.44020158
## 61 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.42585949
## 62 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.42986024
## 63 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -0.07397819
## 64 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.38542603
## 65 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.48720177
## 66 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.47156471
## 67 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.49514451
## 68 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.38463882
## 69 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.37193128
## 70 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.51670314
## 71 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.44218820
## 72 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.36513216
## 73 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.59782640
## 74 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.13967238
## 75 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.51660183
## 76 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.43859664
## 77 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.54357620
## 78 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.46073430
## 79 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.54648472
## 80 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.27128908
## 81 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.48251249
## 82 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.54037250
## 83 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.32551010
## 84 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.45375688
## 85 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.42569839
## 86 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.45171040
## 87 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.58523812
## 88 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.56067161
## 89 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 0.14566816
## 90 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.57586983
## 91 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.43275331
## 92 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.53645552
## 93 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.55063752
## 94 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.44853572
## 95 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.36637332
## 96 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.41444790
## 97 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.44960853
## 98 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.50432576
## 99 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.41890652
## 100 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.54396962
## 101 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.35880001
## 102 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 -0.02655148
## 103 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.51539719
## 104 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.35519316
## 105 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.48898880
## 106 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.57474075
## 107 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.48697203
## 108 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.40652056
## 109 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.33302520
## 110 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.39500227
## 111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.48744415
## 112 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.44010596
## 113 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.50971561
## 114 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.56652684
## 115 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.51644820
## 116 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.52973215
## 117 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.41974845
## 118 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.42672652
## 119 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.54436420
## 120 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.47381703
## 121 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.39174770
## 122 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.43759932
## 123 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.51384996
## 124 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.55466379
## 125 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.59943377
## 126 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 0.25624230
## 127 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.31970754
## 128 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.36950265
## 129 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.28421261
## 130 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.58365409
## 131 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.50286613
## 132 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.53040868
## 133 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.34781742
## 134 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.53184328
## 135 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.35466205
## 136 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.43533938
## 137 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.30546977
## 138 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.43921597
## 139 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.52677170
## 140 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.29719581
## 141 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.47449767
## 142 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.40402945
## 143 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.31498534
## 144 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.01744736
## 145 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.46294807
## 146 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.51847673
## 147 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.32708639
## 148 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.55370543
## 149 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.37172758
## 150 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.38248660
## 151 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.32423028
## 152 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.46568813
## 153 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.54993950
## 154 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.35329004
## 155 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 -0.14854191
## 156 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.56816491
## 157 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.50576590
## 158 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.51286229
## 159 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.58792384
## 160 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.42149538
## 161 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 -0.09977266
## 162 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.46916459
## 163 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.52126490
## 164 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.57576507
## 165 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.37529134
## 166 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.48188549
## 167 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.61737232
## 168 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 -0.29059784
## 169 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.41334965
## 170 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.55440561
## 171 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.44130269
## 172 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.35262857
## 173 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.40459736
## 174 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.49208331
## 175 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.38046145
## 176 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.40358777
## 177 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.38161694
## 178 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.51501051
## 179 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.52737935
## 180 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.55439654
## 181 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.40161183
## 182 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.42871857
## 183 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.52576806
## 184 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.54466165
## 185 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.40583047
## 186 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.41127939
## 187 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.47997745
## 188 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.40296302
## 189 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.55143144
## 190 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.51720612
## 191 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.49463298
## 192 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.46563418
## 193 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.59022384
## 194 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.48941157
## 195 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.40350741
## 196 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.40629605
## 197 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.52587090
## 198 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.40142709
## 199 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.42623869
## 200 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.40270905
## lnNSE KGE smNSE smlnNSE smKGE calNSE
## 1 0.28049473 0.35993062 -0.737811551 -0.614853719 0.249668195 -0.8535217
## 2 0.25247373 0.44479290 0.275723637 0.221705779 0.265411997 -1.3659653
## 3 0.17793349 0.37139810 -1.774178544 -1.726106434 0.151032794 -1.1703631
## 4 0.50162217 0.57886297 0.032114382 0.004317193 0.268223218 -0.6768088
## 5 0.32975044 0.43608416 -0.150783477 0.006027634 0.267553451 -0.7160337
## 6 0.41166924 0.51105753 0.281227055 0.237489035 0.242606946 -1.0266113
## 7 0.48818080 0.61027234 0.440284875 0.422401774 0.381022753 -0.7240208
## 8 0.40654163 0.63610852 -0.020616472 0.116048885 0.375596740 -0.8475026
## 9 0.45565135 0.58330054 -0.964855351 -0.809487746 0.206916108 -0.8920140
## 10 0.47187266 0.57959533 0.031215533 -0.007246093 0.237551978 -0.9007356
## 11 0.33147615 0.60871867 -2.054276599 -2.114345723 -0.518689490 -2.3885742
## 12 0.22692354 0.45416283 -2.100436139 -1.634477793 0.032548210 -1.6728660
## 13 0.08941494 0.30643438 0.337897928 0.338530864 0.277238738 -1.4721376
## 14 0.11997030 0.27964478 -0.755237220 -0.624581513 0.372805923 -0.9738981
## 15 0.27732767 0.48254630 0.344976245 0.317318234 0.310883311 -1.3715218
## 16 0.46650084 0.69178490 -3.750615783 -4.487507214 0.061683340 -1.4745989
## 17 0.46658054 0.68376739 -3.597814618 -4.288047335 0.107612310 -1.5494562
## 18 0.17890563 0.39242692 0.034065660 0.137362432 0.314494508 -4.8928596
## 19 0.25404770 0.47378628 -10.978034636 -19.227369626 -0.592608250 -3.4920825
## 20 0.44346310 0.53210607 -4.056283443 -5.110293392 0.334026777 -0.2570287
## 21 0.26631157 0.37366442 0.420104200 0.497369013 0.472234458 -0.5330647
## 22 0.38506326 0.56321236 -0.543865396 -0.525773091 0.047927437 -1.5237791
## 23 0.21355906 0.50212137 -6.323856430 -8.789527365 -0.603408344 -3.5581265
## 24 0.57044237 0.72891496 -0.893751805 -0.765258634 -0.010361038 -0.8792622
## 25 0.40156587 0.59186083 -1.057595470 -0.934992619 0.253522043 -1.4364032
## 26 0.20814208 0.35371080 -0.265671367 -0.112855364 0.398598744 -0.8008815
## 27 0.21054658 0.56294077 -2.193339615 -2.423708010 -0.472061308 -2.4905955
## 28 0.27811660 0.43732266 -2.324496927 -2.517157563 0.317710294 -0.8002153
## 29 0.13191333 0.33668054 0.221588899 0.173670753 0.236591313 -1.1884137
## 30 0.34396401 0.43268680 -3.705563018 -4.470789256 0.275743148 -0.6152922
## 31 0.43335833 0.66642733 -1.512318390 -1.251193909 -0.470550419 -1.7144991
## 32 0.38548745 0.64357424 -1.496504322 -1.424763334 -0.005180957 -1.9945430
## 33 0.14738033 0.36230409 -1.630189195 -1.604785494 0.255578414 -1.4131884
## 34 0.29621633 0.39602270 0.344705342 0.442440723 0.469111047 -0.6410924
## 35 0.44330095 0.65557413 -0.163071767 -0.128309134 -0.333400866 -1.5788131
## 36 0.27488291 0.49180300 -2.828802301 -2.093073981 0.052940792 -0.4420657
## 37 0.41099684 0.55426540 0.250820734 0.207168404 0.306352345 -1.0638288
## 38 0.51836154 0.59975247 -0.018288399 0.014805932 -0.224812588 -0.8475957
## 39 0.25225774 0.43357308 0.176426344 0.295806361 0.430080977 -0.4020740
## 40 0.45507120 0.54026117 -2.045390138 -1.533056743 0.218610547 -0.7150319
## 41 0.42662033 0.66313431 -6.135645771 -8.308770845 -0.251981180 -1.7636549
## 42 0.45024747 0.51757877 -0.334645552 -0.322199672 0.131315763 -0.8497062
## 43 0.35620693 0.45735101 0.080850563 0.196834315 0.241942271 -0.8240438
## 44 0.50821448 0.69949616 -2.101704558 -2.142406867 -0.321031834 -1.1920116
## 45 0.49906335 0.63640215 -8.701524337 -13.530037473 -0.008571975 -1.3754613
## 46 0.26545097 0.38325240 -1.569071793 -1.480861617 0.190659613 -0.7944444
## 47 0.31927788 0.56820938 -0.821661478 -0.747855284 -0.225947084 -2.1320267
## 48 0.15186964 0.33507053 -1.698440451 -1.638564480 0.178532172 -1.0059299
## 49 0.48356351 0.56412818 -2.022884586 -2.126845797 0.342369109 -0.5962697
## 50 0.37034227 0.56300170 -2.262122227 -2.345728436 0.191842704 -1.1802615
## 51 0.25303125 0.40311673 0.162709582 0.219578292 0.144709026 -1.1371224
## 52 0.43773892 0.52779046 -0.203432516 -0.047483888 0.370495756 -0.6400535
## 53 0.09079802 0.27007341 0.321189471 0.365491432 0.318793710 -1.1409251
## 54 0.45589295 0.57116876 0.283819586 0.257677086 0.211721488 -0.8876274
## 55 0.38583648 0.48408428 0.128930150 0.088124093 0.224357375 -0.8403937
## 56 0.13702433 0.27724172 -1.802272254 -1.806418350 0.290100535 -0.9088444
## 57 0.39302680 0.51550759 -2.244836179 -1.704112038 0.090222323 -1.1741458
## 58 -0.29610976 0.05386828 -2.013029404 -2.130897735 0.359854522 -13.4877538
## 59 0.19418376 0.36218997 -1.140862516 -1.030170287 0.327686423 -0.8113577
## 60 0.39558900 0.65307189 -9.973951110 -16.971533136 0.011654607 -1.9890778
## 61 0.22671797 0.37873745 0.206730078 0.303794775 0.331791409 -0.8302483
## 62 0.29941724 0.37260089 -0.502278816 -0.334592688 0.335687215 -0.4420364
## 63 0.33348662 0.48637813 -13.378211626 -26.348369871 -0.595645538 -3.8431133
## 64 0.13751518 0.35175146 -1.749140332 -1.735639367 0.223802214 -1.2006583
## 65 0.26764711 0.46614712 0.409958005 0.396544393 0.360772658 -1.1246111
## 66 0.37159610 0.44579858 -1.438518721 -1.137440518 0.213139988 -0.8219614
## 67 0.40554926 0.49820521 -0.029939476 0.018007616 -0.129655260 -1.0690188
## 68 0.25190780 0.34129962 0.074723859 0.205138825 0.491451103 -0.6585241
## 69 0.17520704 0.45105431 -1.843685418 -1.903407411 0.334329806 -1.0589861
## 70 0.43267452 0.67861514 0.096256595 0.081488399 0.225882889 -1.6258845
## 71 0.27792893 0.39572837 0.310054691 0.394122957 0.330842387 -0.5784126
## 72 0.07558302 0.34159091 -0.091011263 -0.126883673 0.218191763 -1.4207274
## 73 0.46762430 0.59016475 -2.620052777 -2.902353801 0.304795291 -0.7247209
## 74 0.41257030 0.47811193 0.432062668 0.437971172 0.351007676 0.2820929
## 75 0.37279289 0.51227239 -1.393939411 -1.114425455 0.156192002 -1.0891640
## 76 0.23889210 0.39911052 0.373989282 0.412351071 0.327281849 -0.8640066
## 77 0.51607719 0.71195027 -0.831034456 -0.751606470 -0.538163705 -1.1315090
## 78 0.33072667 0.41057868 0.341093369 0.316468909 0.450118619 -0.5244740
## 79 0.50979233 0.69996537 -0.875344075 -0.788120620 -0.546075924 -1.2038162
## 80 0.07339178 0.23462355 -3.105850713 -3.628367091 0.326816035 -0.9587360
## 81 0.30714255 0.51314065 -2.508271832 -1.680164846 0.377455360 -0.9800118
## 82 0.40910147 0.61958637 -0.104506251 0.014950746 0.103459937 -1.6187524
## 83 0.11992891 0.30061936 0.449802117 0.471500843 0.414678665 -1.0568137
## 84 0.31823920 0.40334709 0.382714781 0.441871990 0.368481111 -0.5908404
## 85 0.24282376 0.39778028 0.057168460 0.171472079 0.194852143 -1.1271230
## 86 0.30573734 0.41669913 0.400500972 0.379499630 0.340802112 -0.7213787
## 87 0.50738836 0.66486723 -2.379237028 -2.480958473 0.014983241 -1.0900538
## 88 0.49449613 0.64366798 -0.465687796 -0.365039270 -0.389418476 -1.2085716
## 89 0.38062298 0.56626619 -9.183147446 -15.220646052 -0.108909425 -2.9128115
## 90 0.45285915 0.56254108 0.392838960 0.485813260 0.518871945 -0.8103798
## 91 0.28918517 0.38807100 0.008221093 0.149080784 0.288822797 -0.7095010
## 92 0.47908472 0.50115830 -0.233871232 -0.230451542 0.239084418 -0.4820020
## 93 0.50262953 0.61798270 -0.263995528 -0.267880289 -0.379153865 -0.8966385
## 94 0.49388809 0.68413862 -5.541905009 -7.541536128 0.162381783 -1.3588066
## 95 0.25665751 0.32505356 -0.148089387 0.011179401 0.333921037 -0.6198512
## 96 0.31103826 0.36705144 -0.188546079 -0.032813933 0.387471352 -0.5355326
## 97 0.24915539 0.44758093 0.093030301 0.110519627 0.016120803 -1.5030831
## 98 0.34092922 0.48445000 -0.505577339 -0.452542399 0.184801952 -0.9182091
## 99 0.15404714 0.40982903 -0.017193283 0.081692697 0.197010002 -1.5167148
## 100 0.36351229 0.52721944 0.386456489 0.361615081 0.413260864 -1.0512823
## 101 0.11445998 0.36013289 -0.019959559 -0.064943596 0.097579214 -1.7573130
## 102 -0.09895003 0.37096979 -1.475153328 -1.414521690 0.174991823 0.2693427
## 103 0.34789866 0.48267193 -1.637637010 -1.160800269 0.461460173 -0.8632797
## 104 0.17626805 0.30860528 -0.984673457 -0.886327525 0.398294252 -0.6838692
## 105 0.21587126 0.49577256 -3.077024339 -3.463176477 0.163178620 -1.6103755
## 106 0.46751186 0.63831530 0.130827864 0.246610463 0.345871156 -1.0634483
## 107 0.41664499 0.67573139 -1.400622409 -1.330552049 -0.537986445 -1.7240252
## 108 0.26397840 0.38795920 0.249538000 0.212182531 0.361716255 -0.9970034
## 109 0.14721439 0.30305560 0.327822534 0.346850736 0.244507238 -1.0985913
## 110 0.25043851 0.34147750 -2.077060695 -2.149582653 0.283730941 -0.5653024
## 111 0.37964185 0.62603839 -0.223961605 -0.150019585 -0.156362894 -1.9425413
## 112 0.28268093 0.42894304 0.257419890 0.233551737 0.166351384 -1.2328387
## 113 0.45373610 0.48378541 -0.322992511 -0.155243884 0.204755849 -0.6769686
## 114 0.43650998 0.58072637 -0.343010507 -0.315888716 0.274034716 -1.1378923
## 115 0.44327643 0.62550724 -2.848727675 -3.088924046 -0.421758134 -1.3924022
## 116 0.45647942 0.50964240 -2.742514202 -1.962483937 0.256804419 -0.5887824
## 117 0.18631028 0.41871445 0.263092396 0.303057519 0.269678348 -1.5558300
## 118 0.18972876 0.40090253 -0.078366008 0.041400509 0.231742879 -1.2228204
## 119 0.46671085 0.66855257 -0.405647956 -0.306162345 -0.211697159 -1.4671161
## 120 0.27394825 0.44806134 -2.020522651 -2.105012358 0.303010971 -1.1157043
## 121 0.21818940 0.36956163 0.105329522 0.060972497 0.239879945 -1.0893984
## 122 0.31105611 0.38309648 0.421794708 0.479972938 0.380853924 -0.4191083
## 123 0.47378950 0.68850179 -5.097068921 -6.458716932 -0.154960832 -1.4818263
## 124 0.56827718 0.71747420 -4.962252426 -6.247440757 -0.397176330 -0.8983382
## 125 0.54386195 0.64219863 -2.211002204 -2.266701218 0.106098964 -0.8440441
## 126 0.32166317 0.56151916 -7.590079179 -11.089987971 -0.057871884 -2.5808173
## 127 0.30706796 0.63556979 -0.802636350 -0.785685201 -0.498384287 -2.0863847
## 128 0.22162972 0.33289493 -0.041231293 -0.061428190 0.280359376 -0.8172854
## 129 0.09983229 0.24962327 -1.495438127 -1.466518517 0.352006050 -0.9075553
## 130 0.45280524 0.58065731 0.198199767 0.157536381 0.370437192 -0.8937072
## 131 0.37393146 0.51172218 0.077388305 0.041947874 0.095407743 -1.2700778
## 132 0.43861059 0.52084037 -1.104919696 -0.951621758 0.170120251 -0.8253764
## 133 0.09892781 0.32666580 0.220449987 0.216485894 0.130550677 -1.4074072
## 134 0.49077915 0.64956765 -1.026155161 -0.908153142 0.347884081 -2.9550572
## 135 0.17420345 0.32068924 -0.012525735 0.016992269 0.467767987 -0.7654485
## 136 0.26786408 0.36954994 0.345325134 0.439910394 0.473233970 -0.3849743
## 137 0.11716365 0.27701100 0.202913067 0.313064183 0.384686386 -1.0064432
## 138 0.22389640 0.43341545 -3.079940841 -2.255874802 0.032438903 -1.4101679
## 139 0.36959079 0.61197660 -1.602096259 -1.547346023 0.217124530 -1.7968932
## 140 0.05289580 0.28368621 0.337431469 0.310249958 0.299951281 -1.4133012
## 141 0.38997937 0.63170884 -0.286809005 -0.288053843 -0.436783235 -1.9150823
## 142 0.15018009 0.41350081 -0.294669462 -0.310526966 0.153852917 -1.7717566
## 143 0.09855705 0.29404065 0.362739333 0.342508591 0.299640616 -1.2516283
## 144 0.32714833 0.48891680 -14.485948598 -30.347684186 -0.358305276 -3.5871976
## 145 0.30405580 0.44768103 -2.435965083 -2.640499585 0.299925091 -1.1076678
## 146 0.37773175 0.54079980 -2.213015488 -2.253585856 0.013237775 -1.4353878
## 147 0.09332208 0.31870245 0.060306659 0.125368124 0.091407941 -1.6320285
## 148 0.40984483 0.56704409 0.350725672 0.305763046 0.317829518 -1.1744781
## 149 0.18936069 0.33134415 -0.838569892 -0.655016713 0.384942294 -0.7916928
## 150 0.10253952 0.44925423 -0.090832764 0.031647427 0.239537561 -1.6455820
## 151 0.04304943 0.29145764 -1.898713390 -1.949139619 0.263399885 -1.2172723
## 152 0.23123666 0.41986577 0.484286637 0.500850765 0.430843195 -0.6569714
## 153 0.41643405 0.62292151 -3.544478627 -4.134135486 0.177147007 -1.4841200
## 154 0.16961714 0.31575293 0.027769937 0.163759818 0.339057885 -0.8858251
## 155 0.32060878 0.36371599 -1.037386754 -0.885784681 0.212768951 0.3334862
## 156 0.43296122 0.58647071 -0.013380949 0.119146139 0.366965794 -1.0452218
## 157 0.37138657 0.51832889 -0.916777190 -0.765946363 0.176231043 -0.8112106
## 158 0.35216550 0.48690850 -0.137719023 0.002869280 0.177396970 -0.9293501
## 159 0.48106569 0.56256717 -1.122918925 -1.009598234 0.330076461 -0.4257377
## 160 0.24145953 0.37661344 -3.070341440 -3.488154943 0.254784741 -0.7948416
## 161 0.32459427 0.42749705 0.028556844 0.005442948 0.297242527 0.4239670
## 162 0.27098291 0.44213658 -0.452340573 -0.401237220 0.289461641 -1.0043779
## 163 0.33808329 0.53276360 -0.204684481 -0.094812998 0.072839399 -1.2627279
## 164 0.51766597 0.66789913 -0.104793619 -0.077717693 -0.318595755 -1.1240189
## 165 0.20638784 0.36571653 0.426681567 0.407316672 0.381912271 -1.1583058
## 166 0.36395491 0.63233582 0.025729068 0.010401503 0.027273577 -1.9149907
## 167 0.57307132 0.68887499 0.187822223 0.168802862 0.098087633 -0.8275109
## 168 0.34377632 0.37566345 -0.196012065 -0.025367095 0.298861775 -1.0091580
## 169 0.23951562 0.40642217 -2.669493548 -1.974877733 0.102967092 -1.2828839
## 170 0.50938084 0.71862245 -2.209414435 -2.310559777 -0.060134868 -1.1830941
## 171 0.21708506 0.41764579 -1.993575181 -2.065643869 0.277748076 -1.2278261
## 172 0.19256504 0.30975127 -0.756867125 -0.588363856 0.282050440 -0.7599953
## 173 0.32339013 0.49651552 -0.057400286 -0.063633826 0.242661649 -0.7197000
## 174 0.40226193 0.46227947 -0.595892670 -0.419023595 0.194882850 -0.7412981
## 175 0.11433404 0.35001129 -0.475246118 -0.319784356 0.175055223 -1.3066954
## 176 0.32645779 0.61213453 -1.049836939 -0.937740393 0.006550866 -2.3526249
## 177 0.20948479 0.37534917 0.090841246 0.043079020 0.235862698 -1.3223360
## 178 0.38111620 0.48754168 0.496747475 0.486924759 0.421137648 -0.7991287
## 179 0.38386193 0.63924341 -1.620907201 -1.576484239 0.210551873 -1.7781421
## 180 0.39697412 0.57396676 0.312905392 0.355184113 0.267476712 -1.2907170
## 181 0.26984179 0.37656908 -0.011925094 -0.042119367 0.220519271 -0.9977011
## 182 0.31497779 0.39459294 0.378242678 0.408800092 0.298008586 -0.7434553
## 183 0.43163239 0.55788545 -2.933834077 -2.154702691 0.028570908 -1.2979097
## 184 0.45797180 0.60258050 -0.106463221 -0.107234953 -0.396683416 -1.2242481
## 185 0.32980749 0.65686449 -2.613953507 -2.852564201 -0.500936427 -2.1250328
## 186 0.16349992 0.39765308 -0.611895512 -0.536806641 0.265231102 -1.4221263
## 187 0.39487352 0.44340025 0.163377845 0.259081918 0.245740247 -0.6443399
## 188 0.25826609 0.35553711 -0.455976858 -0.380091897 0.356188370 -0.6166340
## 189 0.40686628 0.53148498 -2.247476664 -2.365303359 0.266880697 -0.7456440
## 190 0.47319068 0.68647228 -1.338227134 -1.272532855 -0.463221440 -1.3840081
## 191 0.23150666 0.50572216 0.131404146 0.206499235 0.234219802 -1.6921516
## 192 0.19502765 0.46389653 -2.748098349 -3.041141212 0.204207709 -1.6152690
## 193 0.55927634 0.70398195 -0.328265840 -0.266433853 -0.425848677 -0.9122888
## 194 0.41702655 0.44622423 0.058759140 0.034735568 0.306200603 -0.5153904
## 195 0.40885571 0.63663832 -3.680449027 -4.470550409 0.165271552 -1.9288230
## 196 0.26314223 0.36253040 -0.074692234 -0.077226056 0.338390555 -0.6454342
## 197 0.46885490 0.66749453 -0.771342159 -0.660326407 -0.313880230 -1.3999181
## 198 0.27017438 0.36250787 0.393070875 0.422322129 0.301256079 -0.7666824
## 199 0.26307636 0.40225027 -0.463231063 -0.315799054 0.402434629 -0.9160940
## 200 0.16078143 0.38065636 -0.617784297 -0.559499085 0.159776869 -1.3468382
## callnNSE calKGE calsmNSE calsmlnNSE calsmKGE
## 1 -0.73636273 0.407842843 -0.965246892 -0.7991576558 0.273284282
## 2 -0.99246366 0.347430371 0.152975468 0.0941476311 0.262118105
## 3 -1.10096886 0.373743415 -1.113830825 -1.0063915867 0.172075464
## 4 -0.26806994 0.408382926 -0.109521812 -0.1308329837 0.303076112
## 5 -0.63542739 0.461740056 0.117853479 0.2412961499 0.294222133
## 6 -0.57397757 0.377136882 0.194981363 0.1387821368 0.263333885
## 7 -0.27241479 0.391447948 0.416702579 0.3775819728 0.416511071
## 8 -0.21329559 0.271344925 0.290481558 0.3927694925 0.425546880
## 9 -0.38836055 0.356042214 -0.465873023 -0.3095518708 0.239220818
## 10 -0.36410858 0.364059420 -0.134351270 -0.1633100202 0.263427440
## 11 -0.88306084 -0.076394617 -1.329559063 -1.3018592401 -0.487327017
## 12 -1.06573272 0.280704731 -2.522295084 -1.9328817622 0.044012055
## 13 -1.36992669 0.251108842 0.321842828 0.3000962167 0.269524213
## 14 -1.06422094 0.260707546 -0.363627747 -0.2312155853 0.384632444
## 15 -0.54477218 0.226382537 0.275747945 0.2362743815 0.338241134
## 16 -0.25588673 -0.016896761 -2.673736197 -3.0942726980 0.124342555
## 17 -0.25680452 -0.056381903 -2.517792261 -2.9023898661 0.181178049
## 18 -2.18459993 -0.303604138 0.236928317 0.3059665604 0.330380783
## 19 -0.53185420 -0.643334091 -8.690627642 -14.7620027610 -0.559944470
## 20 -0.19104151 0.552964925 -3.043685624 -3.8510396906 0.372977030
## 21 -0.62037778 0.462091094 0.503360348 0.5579913148 0.483935061
## 22 -0.72309441 0.237479976 -0.841447389 -0.7752903902 0.078404405
## 23 -0.73981197 -0.579255169 -4.779121391 -6.4318916831 -0.569141900
## 24 -0.03861038 0.175039414 -0.396500866 -0.2766529789 0.054860024
## 25 -0.66784126 0.247021749 -0.550197919 -0.4138035004 0.272767996
## 26 -0.85356111 0.404908603 0.015793895 0.1522272871 0.409910871
## 27 -0.48480393 -0.389000863 -1.406111449 -1.4611814386 -0.457121749
## 28 -0.74181837 0.444220593 -1.635531347 -1.7321089907 0.335943720
## 29 -1.14646091 0.357552316 0.084239650 0.0359645463 0.236309801
## 30 -0.58125248 0.466834526 -2.783017454 -3.3250614861 0.293186467
## 31 -0.42518721 -0.015971637 -1.856212509 -1.5149765489 -0.427139195
## 32 -0.70071840 0.002246101 -0.882005324 -0.7747539592 0.040032260
## 33 -1.21946750 0.306093213 -1.043649690 -0.9642584883 0.260777393
## 34 -0.65612765 0.457872276 0.460852978 0.5335489752 0.483499784
## 35 -0.46717373 0.074002387 -0.035457245 -0.0451468143 -0.265655301
## 36 -0.52194240 0.485183684 -3.346568860 -2.4314573862 0.087471783
## 37 -0.52208514 0.343828000 0.128052609 0.0842814909 0.327149593
## 38 -0.23198232 0.322624504 0.063418954 0.0525834532 -0.106541172
## 39 -0.57578029 0.467987492 0.332478335 0.4248650639 0.451356882
## 40 -0.30902874 0.412321783 -2.333319000 -1.7375839097 0.246729863
## 41 -0.52694598 0.011054018 -4.638214585 -6.0974033224 -0.187631911
## 42 -0.45801149 0.405404690 -0.537125344 -0.5011521105 0.180174455
## 43 -0.65935627 0.443905024 0.286512658 0.3602311129 0.278920512
## 44 -0.19661001 0.106908002 -1.317887311 -1.2662146420 -0.247242118
## 45 -0.12453858 0.007281306 -6.799033641 -10.3601967486 0.044306881
## 46 -0.77402824 0.441437792 -0.974435507 -0.8470836839 0.212205117
## 47 -0.97055628 0.085427690 -1.130027184 -1.0017077339 -0.157819918
## 48 -1.03201841 0.378883259 -1.074075504 -0.9624602596 0.194932233
## 49 -0.26894135 0.456060230 -1.376676870 -1.4038463024 0.360667808
## 50 -0.63646013 0.310644499 -1.464742419 -1.4396328171 0.233518823
## 51 -0.94808036 0.391719727 0.252654861 0.2701261902 0.164154024
## 52 -0.38719215 0.462621139 0.103866266 0.2334370192 0.399616992
## 53 -1.23799082 0.269865732 0.370423386 0.3879598742 0.317798755
## 54 -0.41841249 0.377333035 0.240600334 0.1921728945 0.243546477
## 55 -0.57740668 0.433970439 -0.007171834 -0.0463490870 0.246306432
## 56 -1.03730101 0.303273095 -1.188149829 -1.1328810385 0.307371700
## 57 -0.61615277 0.335701406 -2.619858823 -1.9654971673 0.117799778
## 58 -3.67178821 -1.449419097 -1.432543101 -1.4811078331 0.363077902
## 59 -0.85716809 0.417472914 -0.662143999 -0.5325858291 0.342066308
## 60 -0.58202205 -0.086948741 -8.056682608 -13.6509634720 0.069571981
## 61 -0.86440558 0.408174998 0.344861676 0.4093580607 0.346885801
## 62 -0.53401218 0.474926753 -0.153929705 -0.0034814076 0.358949588
## 63 -0.46908888 -0.695957451 -10.705347434 -20.4968463723 -0.538235447
## 64 -1.18250656 0.338366770 -1.130712609 -1.0540828069 0.227221844
## 65 -0.87840130 0.391148158 0.370497138 0.3393626396 0.376426455
## 66 -0.61336470 0.436941709 -1.739455500 -1.3617685924 0.228650797
## 67 -0.59833828 0.367491094 0.080273169 0.0829908586 -0.045058864
## 68 -0.74702144 0.411826915 0.262789419 0.3745924849 0.500618982
## 69 -0.87849288 0.400666392 -1.254861599 -1.2577161719 0.352384096
## 70 -0.50336779 0.069356426 0.023095241 -0.0010648881 0.279170777
## 71 -0.59585342 0.481900092 0.421931612 0.4721056966 0.354755864
## 72 -1.34731705 0.309265389 -0.330230391 -0.3378351250 0.202475767
## 73 -0.32201480 0.413773579 -1.855080165 -2.0117627133 0.326857151
## 74 0.49580422 0.666418231 0.428826280 0.4121883904 0.373567789
## 75 -0.58011515 0.352637121 -1.709550369 -1.3505969109 0.181037687
## 76 -0.83163536 0.426223212 0.416223834 0.4265339554 0.336700835
## 77 -0.11850546 0.101572016 -1.091141656 -0.9716543806 -0.499792198
## 78 -0.54051919 0.464495190 0.233944252 0.2119349808 0.464559871
## 79 -0.17621152 0.107073699 -1.166805071 -1.0302321703 -0.504958687
## 80 -1.12241092 0.255989433 -2.328165321 -2.6953031203 0.334929037
## 81 -0.47498711 0.353332441 -2.656187976 -1.8118746163 0.283896998
## 82 -0.62144365 0.136127459 0.145122431 0.2202513455 0.166088724
## 83 -1.07857995 0.271162938 0.438117654 0.4437580857 0.422794561
## 84 -0.61243990 0.457206536 0.457158174 0.4861314159 0.386779634
## 85 -0.89531053 0.383050770 0.233692859 0.3077481549 0.220372062
## 86 -0.59481065 0.459087366 0.344844171 0.3107246959 0.367956851
## 87 -0.26303096 0.208404100 -1.546390547 -1.5249011244 0.069435603
## 88 -0.33543753 0.200006041 -0.174856987 -0.1157252043 -0.329303122
## 89 -0.41488122 -0.486827790 -7.159122505 -11.5693079884 -0.002910937
## 90 -0.36428881 0.396762723 0.513077591 0.5818011293 0.538554577
## 91 -0.71016630 0.451727029 0.232061226 0.3371757145 0.315577876
## 92 -0.29560989 0.499988747 -0.419104232 -0.3949037415 0.270177748
## 93 -0.25000618 0.283460738 -0.361795863 -0.3780699669 -0.267219142
## 94 -0.23628217 0.009393036 -4.255680951 -5.7467396489 0.228482187
## 95 -0.71012899 0.386973510 0.117962057 0.2466628390 0.361425462
## 96 -0.61162739 0.447976988 0.083021725 0.2159896164 0.406071049
## 97 -1.08230913 0.326721169 0.135436381 0.1141650592 0.044368476
## 98 -0.60388200 0.410091570 -0.745598644 -0.6526594855 0.212080868
## 99 -1.23056802 0.325253883 0.179099931 0.2392510909 0.205035148
## 100 -0.59624799 0.373253943 0.292379453 0.2647982780 0.423095321
## 101 -1.33834705 0.285917303 -0.203954666 -0.2409288004 0.104420720
## 102 0.14261003 0.617951918 -0.819686588 -0.7075283508 0.202499250
## 103 -0.60977731 0.427815695 -1.830134038 -1.3042814663 0.465502242
## 104 -0.83071093 0.340387134 -0.558426081 -0.4483876243 0.412160909
## 105 -1.07379831 0.289325610 -2.184152732 -2.3770632308 0.172652179
## 106 -0.32624994 0.234050397 0.370324917 0.4451002318 0.387507793
## 107 -0.40495631 -0.026974979 -0.827778621 -0.7408407201 -0.492975148
## 108 -0.86986266 0.381109963 0.111191492 0.0807278401 0.373499173
## 109 -1.12116707 0.341897249 0.346063318 0.3361314051 0.258719848
## 110 -0.69138447 0.419039396 -1.420935722 -1.4182463624 0.302416361
## 111 -0.75976985 0.059566156 -0.001318847 0.0277803898 -0.091547165
## 112 -0.93289549 0.372524040 0.211221051 0.1644160769 0.176946793
## 113 -0.42021140 0.461271557 -0.002840270 0.1320624009 0.238345946
## 114 -0.48599649 0.299411283 -0.572626464 -0.5083056416 0.295232833
## 115 -0.43749632 0.138701617 -1.910777998 -1.9801225723 -0.335934787
## 116 -0.28494080 0.460211737 -2.984060486 -2.1288942368 0.277287046
## 117 -1.20001865 0.322149869 0.322098599 0.3311496611 0.262994440
## 118 -1.07024053 0.369038199 0.144181870 0.2301248873 0.237252701
## 119 -0.39460568 0.096460262 -0.110703912 -0.0527434888 -0.145684970
## 120 -0.87510656 0.393432262 -1.370506015 -1.3712984667 0.311720406
## 121 -1.00007024 0.379221387 -0.061815822 -0.0968913031 0.248258480
## 122 -0.48174874 0.493496000 0.493773985 0.5216916647 0.406978477
## 123 -0.35011972 0.058462491 -3.799212882 -4.6756758536 -0.101941609
## 124 0.00492008 0.139048111 -3.583298682 -4.3413938427 -0.321410733
## 125 -0.17922689 0.309476794 -1.436057621 -1.3888721708 0.138259613
## 126 -0.69366166 -0.199939876 -5.866462795 -8.3948800240 0.024294998
## 127 -0.41732183 -0.240968661 -0.558561097 -0.5395514763 -0.482760454
## 128 -0.87131351 0.391580836 -0.221712456 -0.2231202474 0.299600279
## 129 -1.06294782 0.253658200 -0.965750290 -0.8973196092 0.364473306
## 130 -0.37844627 0.359827915 0.054006192 0.0214663369 0.387606452
## 131 -0.71095862 0.325412871 -0.038084713 -0.0815635217 0.129614270
## 132 -0.44757303 0.409452563 -0.598405404 -0.4386260965 0.196641028
## 133 -1.31593429 0.311310916 0.212031040 0.1775931451 0.137423014
## 134 -0.90422151 -0.177470706 -0.569988871 -0.4376634056 0.362384704
## 135 -0.87159381 0.337793019 -0.186166381 -0.1306996569 0.467809415
## 136 -0.54528569 0.464197410 0.452936364 0.5231956994 0.487766135
## 137 -1.09214999 0.288028251 0.345494601 0.4271751442 0.397553138
## 138 -0.99240136 0.338019592 -3.520917751 -2.5467066669 0.042861353
## 139 -0.71460039 0.109779835 -0.971576085 -0.8648422899 0.238794986
## 140 -1.39429544 0.213422047 0.250334090 0.2137814350 0.298175951
## 141 -0.62402195 0.005078299 -0.369251372 -0.3847472425 -0.375895793
## 142 -1.30037235 0.285009233 -0.559900667 -0.5394361503 0.154889124
## 143 -1.27936734 0.272996572 0.298013263 0.2639268691 0.300386830
## 144 -0.55456144 -0.609833267 -11.872915526 -24.5003433858 -0.308140083
## 145 -0.82379566 0.388287104 -1.702391525 -1.7941127394 0.318617629
## 146 -0.79887267 0.287024880 -1.432265787 -1.3729422220 0.068123152
## 147 -1.43000686 0.277800904 0.175767027 0.1988289785 0.104106035
## 148 -0.53113731 0.305635020 0.257485195 0.2034951275 0.326634623
## 149 -0.88555880 0.354444105 -1.092135202 -0.8510786871 0.386968824
## 150 -1.04139335 0.265875239 0.127439774 0.2167077454 0.249766866
## 151 -1.28963807 0.272435798 -1.286018167 -1.2634387906 0.261126540
## 152 -0.68267089 0.471997898 0.483114162 0.4804770161 0.446063454
## 153 -0.60692978 0.193440753 -2.568410351 -2.9198555735 0.201366135
## 154 -0.95267799 0.371341314 0.229664193 0.3368991977 0.351643049
## 155 0.45350985 0.543260297 -0.532379484 -0.3732201333 0.240123720
## 156 -0.46571584 0.330331188 0.240851793 0.3426902729 0.390822397
## 157 -0.53815349 0.407925665 -0.396113790 -0.2460131205 0.216379492
## 158 -0.67909227 0.417201506 0.128805442 0.2289797254 0.215178884
## 159 -0.20465473 0.485984855 -0.593264766 -0.4645784702 0.364606596
## 160 -0.83019042 0.430595705 -2.229227039 -2.4759366564 0.270064641
## 161 0.46361422 0.437138879 -0.163696184 -0.1659632417 0.304467304
## 162 -0.83851866 0.413145159 -0.714534776 -0.6152968207 0.289073512
## 163 -0.74710121 0.318431820 0.066706767 0.1317685583 0.120129587
## 164 -0.25333127 0.191970853 -0.006907159 -0.0233693632 -0.253563070
## 165 -1.02467165 0.329247725 0.358430442 0.3297220562 0.386179148
## 166 -0.38131980 -0.057694419 -0.049391715 -0.0797102763 0.109900460
## 167 -0.08693573 0.254069685 0.184395647 0.1330613770 0.145280387
## 168 -0.70080047 0.314840648 0.124439517 0.2614279460 0.345326576
## 169 -0.92930280 0.359850432 -3.061331963 -2.2395692354 0.116349028
## 170 -0.17739980 0.092216911 -1.391889147 -1.3701955728 0.010568731
## 171 -1.02137716 0.373984463 -1.352704556 -1.3436307968 0.281146350
## 172 -0.85624748 0.370934769 -0.340542608 -0.1808001927 0.309023307
## 173 -0.17321303 0.399174040 -0.204757011 -0.2017673652 0.298972020
## 174 -0.53314950 0.455899778 -0.212851257 -0.0566359016 0.221868096
## 175 -1.22468143 0.344262066 -0.131084467 0.0000642404 0.185229936
## 176 -0.92542874 -0.055719661 -0.540890330 -0.4225417661 0.059876695
## 177 -1.11504841 0.342256210 -0.087496164 -0.1237764669 0.238407382
## 178 -0.53520305 0.439401242 0.462943335 0.4385622034 0.435892035
## 179 -0.70996041 0.108442164 -1.004372429 -0.9104151663 0.232806979
## 180 -0.58910864 0.269760351 0.389665575 0.3958224592 0.289651957
## 181 -0.88436390 0.398111679 -0.184851833 -0.2016239974 0.237947530
## 182 -0.68971981 0.441391891 0.424119785 0.4229208104 0.318833460
## 183 -0.58504191 0.273166727 -3.348302012 -2.4291449226 0.072608454
## 184 -0.45661558 0.241238032 -0.103472267 -0.1377723856 -0.316384251
## 185 -0.52569007 -0.174229111 -1.746136073 -1.8211137173 -0.469686054
## 186 -1.21194611 0.335399572 -0.917633610 -0.7820772378 0.248208601
## 187 -0.51148853 0.472006879 0.314244906 0.3702684852 0.272053019
## 188 -0.71403763 0.420320582 -0.675309517 -0.5596431822 0.367633111
## 189 -0.47509922 0.440667922 -1.495629389 -1.5134425425 0.300592422
## 190 -0.31435329 0.083567560 -0.767768375 -0.6819132514 -0.432272443
## 191 -1.04638510 0.267704399 0.264820889 0.3028374169 0.241480912
## 192 -1.13824434 0.305514996 -1.949953504 -2.0864415311 0.199357181
## 193 -0.08834152 0.207586388 -0.120140207 -0.1022752595 -0.377417338
## 194 -0.41528779 0.499451266 -0.080851403 -0.0970778212 0.334674648
## 195 -0.64602869 -0.022210227 -2.630513611 -3.1278296420 0.236800495
## 196 -0.71833076 0.421279443 -0.260824965 -0.2395571065 0.354431819
## 197 -0.36361805 0.097960532 -0.347036424 -0.2611255402 -0.237839546
## 198 -0.76879309 0.424612339 0.428947624 0.4282857667 0.327537601
## 199 -0.79946791 0.394981938 -0.139437141 -0.0028930107 0.418196514
## 200 -1.17604943 0.349762720 -0.913691241 -0.8003525138 0.162949873
## valNSE vallnNSE valKGE valsmNSE valsmlnNSE valsmKGE
## 1 0.26196781 0.63911359 0.25266202 -0.765518977 -0.793250821 0.09564817
## 2 0.46447376 0.80409684 0.39266098 0.418916894 0.444048068 0.39512381
## 3 0.39043829 0.73185744 0.31878306 -7.482620954 -10.242857926 0.15510007
## 4 0.59944631 0.85737845 0.54421336 0.099505606 0.065480357 0.06465466
## 5 0.44805437 0.77636312 0.36896504 -2.489488937 -2.883356174 0.19748115
## 6 0.50178534 0.82918466 0.46435898 0.226467553 0.245939682 0.20894227
## 7 0.60330247 0.86674038 0.57019255 0.156455945 0.190001698 0.26506728
## 8 0.62938466 0.79733700 0.79775123 -2.497966836 -2.991463648 0.26582745
## 9 0.61541114 0.86672911 0.55207613 -5.181075496 -6.639939065 0.13173199
## 10 0.52859095 0.82880264 0.51474351 0.230387860 0.208817897 0.17722535
## 11 0.71227528 0.82458609 0.82704773 -8.326332491 -11.766339202 -0.58635642
## 12 0.53424278 0.84436127 0.46230736 -2.060813395 -1.942934777 0.06673057
## 13 0.22950533 0.57409829 0.19324736 -0.063386401 -0.030322794 0.42037082
## 14 0.17430948 0.50040775 0.14933733 -4.222014092 -5.417024677 0.41554430
## 15 0.54883466 0.82158203 0.60834355 0.243224621 0.266474136 0.23148980
## 16 0.66096117 0.73477331 0.79054373 -13.227521355 -21.187198039 -0.09032175
## 17 0.65501343 0.74138502 0.80457296 -12.978998067 -20.723946880 -0.09035172
## 18 0.45727181 0.44047914 0.44671809 -1.803764231 -2.086777203 0.39437613
## 19 0.11260667 0.40789724 0.50271748 -32.505069414 -75.428806458 -0.64287118
## 20 0.54747573 0.79938473 0.53734273 -13.403695333 -21.379682367 0.23472328
## 21 0.40827765 0.68304990 0.33563251 -0.469972905 -0.498778464 0.48789902
## 22 0.57576649 0.85510385 0.55756310 -0.039763637 -0.093580349 0.11504523
## 23 0.33105520 0.52991757 0.62664356 -20.295084511 -37.559263210 -0.70272690
## 24 0.70626306 0.80681609 0.75975538 -5.047752643 -6.460444774 -0.02098859
## 25 0.58952355 0.84254578 0.60211326 -5.389044513 -7.062767435 0.29009848
## 26 0.38221571 0.68762615 0.30618328 -2.760426025 -3.360955505 0.43186166
## 27 0.35474348 0.49870928 0.60766303 -8.914313255 -13.585804060 -0.49182600
## 28 0.43366803 0.76281259 0.35158507 -8.598719351 -12.361650879 0.31017590
## 29 0.42114078 0.70709979 0.33363121 0.405518351 0.427929012 0.32940849
## 30 0.37119325 0.73153019 0.32276541 -12.294938691 -19.182477255 0.27667194
## 31 0.70715501 0.79700654 0.81211116 -1.468826641 -1.445003924 -0.51605197
## 32 0.71157135 0.82789121 0.82506451 -6.745634558 -9.078771687 -0.03263211
## 33 0.29926839 0.64714610 0.25374726 -6.823539294 -9.366711841 0.34135958
## 34 0.39770768 0.74444606 0.33071564 -0.783229705 -0.852709087 0.46674493
## 35 0.70783221 0.83942714 0.75006665 -1.730370344 -1.942771856 -0.35569931
## 36 0.25427343 0.63613224 0.55758688 -2.797565819 -2.550223723 0.15694843
## 37 0.56148130 0.85560209 0.50375965 0.375689239 0.377501492 0.29694104
## 38 0.59531212 0.83978303 0.57701801 -1.224328174 -1.291915699 -0.42560917
## 39 0.43628728 0.77718424 0.49041039 -1.296937720 -1.451396288 0.39272727
## 40 0.56865077 0.85459051 0.51360809 -2.706268090 -2.486495097 -0.01167251
## 41 0.72788289 0.81756684 0.84428311 -19.705736460 -35.424071651 -0.32232835
## 42 0.51989434 0.83959188 0.48362316 -0.202015136 -0.244898479 -0.26155027
## 43 0.45184922 0.79683475 0.39430720 -1.737839049 -1.925209564 0.09134725
## 44 0.70633145 0.81495479 0.78567349 -8.735964220 -12.330748650 -0.33869687
## 45 0.41635642 0.64522528 0.64413377 -26.412936667 -53.607393488 -0.09570428
## 46 0.43317984 0.76332920 0.35877407 -6.761990207 -9.062668796 0.14817054
## 47 0.65617911 0.87263496 0.65829725 -0.463523857 -0.507601468 -0.24741571
## 48 0.40583853 0.69561442 0.31949908 -7.151664741 -9.718498371 0.18648885
## 49 0.53072245 0.83904936 0.48306152 -7.837180525 -11.078664381 0.34901689
## 50 0.59831616 0.86523820 0.54326201 -9.090199823 -12.979695944 0.09905405
## 51 0.44501553 0.79027743 0.37565648 -0.954934123 -0.979917053 0.09684035
## 52 0.48973290 0.81270858 0.44597095 -2.795091169 -3.355223065 0.32244464
## 53 0.25725814 0.59069027 0.20744299 -0.453812858 -0.461224486 0.42391772
## 54 0.56797037 0.85584611 0.51804962 -0.007155136 0.022038040 0.08388405
## 55 0.48549157 0.81428449 0.42008980 0.237362776 0.229354325 0.14474577
## 56 0.25373459 0.59145081 0.20879805 -7.275673148 -10.037155116 0.29319785
## 57 0.51202355 0.83121564 0.49946045 -2.571330848 -2.378671604 -0.08587772
## 58 0.04685581 0.27203543 0.10027551 -7.456287559 -10.503508759 0.39715438
## 59 0.43133566 0.68160303 0.34674736 -5.375225580 -7.066882602 0.34307223
## 60 0.67132542 0.76369884 0.81675683 -28.709108856 -61.764106763 -0.25657831
## 61 0.38375438 0.70807367 0.30356968 -1.145018317 -1.248107240 0.35474221
## 62 0.38673107 0.69511518 0.31978417 -3.542365763 -4.335170154 0.27754926
## 63 0.06597244 0.37063678 0.55447928 -38.815410888 -100.851356544 -0.68799397
## 64 0.37048592 0.68747459 0.28633773 -7.207036688 -9.957987643 0.31777438
## 65 0.49281464 0.80877244 0.40544850 0.191560250 0.236332317 0.38419545
## 66 0.37302691 0.73865092 0.34367631 -1.578146299 -1.529637776 0.14012520
## 67 0.49224186 0.82456921 0.46400624 -1.402369919 -1.502272925 -0.24513550
## 68 0.30667745 0.67047601 0.26418213 -1.651111344 -1.956413293 0.52395678
## 69 0.53417520 0.80930386 0.58906581 -7.207725945 -10.011296962 0.31124440
## 70 0.58793200 0.69006866 0.79042037 -0.167850085 -0.197914468 -0.01803481
## 71 0.46045863 0.73136696 0.37930979 -0.819894922 -0.845839330 0.26095188
## 72 0.42731117 0.65874876 0.32585145 0.425315271 0.404718384 0.39000470
## 73 0.56460675 0.85054347 0.52557330 -9.533739235 -13.980790772 0.29452467
## 74 0.48900507 0.69555522 0.60945679 0.029540378 0.069758255 0.36353748
## 75 0.54936637 0.85515587 0.49147819 -1.419349870 -1.388742529 0.02468915
## 76 0.46538284 0.73681381 0.37361501 -0.323187519 -0.300540223 0.36435277
## 77 0.69493972 0.77909613 0.79381507 -0.746927342 -0.784708091 -0.53680975
## 78 0.32287554 0.68066728 0.28174580 0.446344118 0.452087362 0.42937303
## 79 0.68805611 0.79209831 0.77399469 -0.650507694 -0.682551249 -0.53412223
## 80 0.22132729 0.54232525 0.18069409 -10.449525420 -15.786125755 0.35749369
## 81 0.59906490 0.82199821 0.68226847 -4.286728608 -3.364202738 0.54238352
## 82 0.68933927 0.86860874 0.70010730 -2.303750142 -2.626660315 -0.19648724
## 83 0.21387557 0.50357130 0.18469572 0.107168818 0.153200434 0.44558491
## 84 0.37963009 0.72468727 0.31446424 -0.486265950 -0.480595708 0.34984361
## 85 0.40614995 0.73679996 0.33807433 -1.617786923 -1.760282682 0.11489462
## 86 0.44698206 0.74497047 0.38012092 0.264740460 0.294312045 0.21226918
## 87 0.67941900 0.86029261 0.68823044 -9.490306818 -13.650938564 -0.02163967
## 88 0.64681672 0.84281551 0.66818147 -3.160345853 -3.745148616 -0.36632818
## 89 0.21667767 0.46655595 0.59547748 -27.923741478 -60.853468534 -0.41345658
## 90 0.54925403 0.85366741 0.49650228 -0.722105632 -0.803961982 0.51557634
## 91 0.40484548 0.75338873 0.33720674 -1.964843176 -2.218424241 0.21498964
## 92 0.49610915 0.82633130 0.44243729 -0.122093496 -0.175144244 0.03523477
## 93 0.60924628 0.84505224 0.61141631 -0.658423708 -0.683497452 -0.55634035
## 94 0.57239132 0.74320090 0.76406532 -17.503511064 -30.557228840 -0.17676733
## 95 0.22652763 0.59061568 0.20653289 -2.470490663 -2.874620363 0.24785104
## 96 0.31987629 0.69205382 0.28317451 -2.571427648 -3.069576326 0.36861391
## 97 0.45824856 0.79614411 0.40206704 -0.813085033 -0.826485937 0.02607490
## 98 0.55011301 0.83838835 0.46545288 -0.291707338 -0.339383200 0.05269772
## 99 0.41914647 0.74764501 0.34153464 -1.856610025 -2.111290130 0.30130604
## 100 0.52925121 0.83597038 0.45335776 0.452939969 0.481760626 0.44640931
## 101 0.39104422 0.72709510 0.31733946 0.243322125 0.251011595 0.14986436
## 102 0.17341133 0.47725834 0.55014775 -6.935218121 -9.512038284 0.30128717
## 103 0.41998114 0.76446362 0.36117242 -2.524839863 -2.221237479 0.44333478
## 104 0.24102172 0.56341149 0.20232341 -4.813005271 -6.301014231 0.41456972
## 105 0.60636839 0.85307948 0.49832690 -11.036869757 -16.671331422 0.24843575
## 106 0.66037980 0.87468125 0.65380363 -1.838127570 -2.104304192 0.23671248
## 107 0.71221505 0.76953885 0.80995089 -6.348227687 -8.408082899 -0.57922458
## 108 0.29748976 0.67049241 0.27115706 0.459677142 0.455978474 0.37783217
## 109 0.31982709 0.66649931 0.26168363 -0.270734668 -0.234436882 0.24942635
## 110 0.31921937 0.66480202 0.26434181 -7.986350412 -11.191018998 0.26449641
## 111 0.68638986 0.84497890 0.75015627 -2.362279803 -2.740846639 -0.18817621
## 112 0.44043950 0.79194137 0.38129534 -0.036607235 0.002235948 0.18213907
## 113 0.45772168 0.80478991 0.42606654 -3.074298249 -3.623898588 0.03774149
## 114 0.59525338 0.86356327 0.55131643 -0.066384532 -0.124723700 0.23609247
## 115 0.66706018 0.85975670 0.67029730 -10.889058308 -16.096156012 -0.53680045
## 116 0.52690254 0.82497322 0.47715107 -4.176170660 -3.657694942 0.05987996
## 117 0.45990861 0.78688178 0.37736409 -0.609003987 -0.632230669 0.41457130
## 118 0.42372091 0.74979167 0.33665863 -2.108377117 -2.441002027 0.32510249
## 119 0.68039723 0.81585462 0.74143693 -3.078624671 -3.658916521 -0.16111727
## 120 0.48879151 0.80223373 0.39901265 -7.854150968 -11.119818172 0.36425321
## 121 0.39503856 0.74044885 0.32769068 0.368103791 0.360980802 0.26710265
## 122 0.40362805 0.70373078 0.33597696 -0.404617898 -0.383373347 0.28850585
## 123 0.71652425 0.80255835 0.83161445 -16.793748766 -28.275073252 -0.18415251
## 124 0.66945357 0.80272346 0.76777603 -17.007973790 -28.827760031 -0.42093981
## 125 0.59689855 0.83393229 0.61300352 -8.877066356 -12.594789754 0.09353960
## 126 0.36376966 0.62634012 0.65355407 -23.488708472 -44.896852254 -0.37082588
## 127 0.53463646 0.60815562 0.74158514 -3.487958132 -4.569187787 -0.51710962
## 128 0.28851307 0.65247557 0.25042961 0.186854984 0.144301457 0.22182546
## 129 0.20184493 0.51907440 0.16987061 -6.274382666 -8.519075560 0.37431641
## 130 0.59679821 0.86669751 0.53336752 0.402695292 0.382362688 0.37221250
## 131 0.51686050 0.83411481 0.48995305 0.033492164 0.048627893 -0.09770083
## 132 0.54751682 0.83676157 0.48875653 -5.466513573 -7.031122588 0.08317539
## 133 0.36445973 0.67548054 0.28105971 -0.310042177 -0.273321398 0.19705657
## 134 0.52031092 0.79692193 0.52550110 -5.050784599 -6.604471051 0.36708436
## 135 0.22179291 0.53946501 0.19154170 0.198951214 0.191260164 0.52218822
## 136 0.35243540 0.65643977 0.28350715 -0.734905445 -0.795470466 0.46685118
## 137 0.22639123 0.56391648 0.19042816 -1.176289641 -1.297438131 0.39766364
## 138 0.47444146 0.79950114 0.39719034 -3.659618485 -3.258227957 0.02679931
## 139 0.69318669 0.87010657 0.69091927 -7.018065328 -9.585210013 0.23907397
## 140 0.23900805 0.53699719 0.18679479 0.328992899 0.375150187 0.41250912
## 141 0.70547556 0.83930681 0.75882356 -0.783125928 -0.831835309 -0.52069343
## 142 0.43032875 0.76333261 0.35588081 0.214858956 0.176912102 0.26819191
## 143 0.28402779 0.61361622 0.22540870 0.249219351 0.297736259 0.39479616
## 144 0.05432468 0.46793419 0.48836475 -40.412045134 -108.903587857 -0.50605327
## 145 0.39624961 0.75609633 0.36266982 -9.039593119 -13.099495688 0.30905352
## 146 0.55975164 0.84786279 0.54318595 -8.912699088 -12.590748900 -0.10558534
## 147 0.31509146 0.66814542 0.26040252 -1.274360180 -1.352884277 0.12393636
## 148 0.58338374 0.86338772 0.53023742 0.386128202 0.412284482 0.39191650
## 149 0.28275184 0.60026386 0.23022280 -0.796247919 -0.780528885 0.43256029
## 150 0.58056221 0.81842775 0.63826809 -2.106410488 -2.431485292 0.29314589
## 151 0.32293116 0.57322472 0.23985735 -7.435609024 -10.422318898 0.36649162
## 152 0.50307238 0.72762457 0.40461256 0.109001924 0.153736612 0.42682725
## 153 0.66132913 0.87473297 0.67545602 -12.310833395 -19.048095883 0.17136016
## 154 0.36157769 0.65987558 0.28983043 -1.809360854 -2.069501099 0.36047010
## 155 0.32802188 0.55448348 0.39961630 -5.340646357 -6.894653516 0.19356171
## 156 0.55625933 0.83139573 0.54273506 -2.170647976 -2.561371887 0.37793982
## 157 0.55846081 0.82426062 0.49784639 -5.217402092 -6.711378987 0.10506331
## 158 0.53324978 0.84149389 0.45055659 -2.455061280 -2.816851624 0.01490501
## 159 0.56483836 0.84519605 0.49466271 -5.625907387 -7.403414550 0.24930550
## 160 0.41858476 0.75566877 0.34064587 -10.738783845 -16.133257485 0.27227938
## 161 -0.12204959 -0.01723213 0.07748504 0.373458742 0.356840554 0.35226227
## 162 0.50373434 0.78667000 0.40865322 -0.076342025 -0.124554486 0.36250681
## 163 0.59815420 0.86334354 0.51564437 -2.598535870 -3.018050323 0.02615554
## 164 0.66749075 0.84054735 0.69688265 -1.464416743 -1.610917239 -0.27791558
## 165 0.22585581 0.58270731 0.20976747 0.380006732 0.420841192 0.45691615
## 166 0.65032287 0.78772545 0.81423385 -0.279743278 -0.281333067 -0.24524778
## 167 0.64809684 0.82705027 0.68247046 -0.394454527 -0.394804319 0.10108656
## 168 -0.05379900 0.31995416 0.50239034 -2.854973058 -3.357415411 0.16384502
## 169 0.40299373 0.76516670 0.35886244 -3.217286228 -2.899129545 0.05652880
## 170 0.72529904 0.79338120 0.85041006 -9.109970643 -13.181557174 -0.12649379
## 171 0.46210814 0.77750249 0.37097985 -7.756635164 -10.947032736 0.36050220
## 172 0.26615491 0.60520276 0.22309959 -4.361638627 -5.457087541 0.21118432
## 173 0.57603190 0.83484960 0.55765022 -0.024614373 -0.047974272 -0.12755191
## 174 0.44468625 0.79699501 0.39946885 -3.897288615 -4.755057398 0.09470230
## 175 0.42909797 0.70270531 0.32770739 -3.472145271 -4.215603329 0.23731919
## 176 0.70627434 0.83395771 0.84271279 -5.384115902 -7.020680223 -0.09491289
## 177 0.35511555 0.72432971 0.31020162 0.404833769 0.396507860 0.30307299
## 178 0.42994696 0.78249718 0.38330889 0.311290740 0.348665468 0.44540792
## 179 0.71537505 0.88122627 0.75611496 -6.973397999 -9.513133800 0.21642499
## 180 0.62394410 0.86782274 0.56613630 -0.620576573 -0.626955310 0.26094885
## 181 0.35212144 0.72511190 0.31158319 0.196045309 0.165829159 0.15716897
## 182 0.35811198 0.73079133 0.31786955 -0.335945517 -0.307267282 0.25709836
## 183 0.57035210 0.84857662 0.56586757 -3.552068096 -3.184564063 -0.24602573
## 184 0.62139806 0.85956874 0.61499991 -0.942113026 -0.993952920 -0.45641750
## 185 0.69036248 0.68086954 0.83909919 -10.092330412 -15.002106837 -0.53993709
## 186 0.43383198 0.74292712 0.33953238 -0.113014463 -0.149580502 0.43710723
## 187 0.38705347 0.75426498 0.35073539 -1.290949255 -1.383344102 0.14603901
## 188 0.33940817 0.67649376 0.27785670 -0.319891971 -0.356914768 0.33598824
## 189 0.49049211 0.80124956 0.45338200 -8.812707731 -12.587161900 0.20227510
## 190 0.71605352 0.80572240 0.81116659 -6.226442044 -8.298063846 -0.44505788
## 191 0.58325645 0.85353924 0.48536711 -1.250011896 -1.371232348 0.33080351
## 192 0.56589340 0.81782052 0.46082112 -9.940170043 -14.771673223 0.33550530
## 193 0.67553957 0.81076550 0.74071448 -2.463452132 -2.867322412 -0.38729815
## 194 0.41695625 0.77938311 0.37461334 0.134663848 0.100353716 0.14747065
## 195 0.62717256 0.80265774 0.81063603 -12.956285951 -20.750851726 -0.09203116
## 196 0.31554166 0.67053860 0.26655793 0.159902679 0.117531284 0.30441624
## 197 0.69981150 0.83868463 0.75134086 -4.431002192 -5.536111686 -0.35614735
## 198 0.35389226 0.71429466 0.30059055 -0.254792209 -0.214918371 0.21209083
## 199 0.28988239 0.65108928 0.26401142 -3.338508307 -4.152050490 0.40979413
## 200 0.43503475 0.73574912 0.33938841 -0.177674185 -0.230677949 0.21759178staticdist## m k soil_dep m_v k_v gw1 gw2
## 1 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 3 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 4 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 5 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 6 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 7 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 8 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 9 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 10 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 11 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 12 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 13 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 14 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 15 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 16 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 17 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 18 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 19 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 20 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 21 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 22 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 23 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 25 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 26 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 27 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 28 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 29 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 30 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 31 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 32 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 33 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 35 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 36 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 37 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 38 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 39 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 40 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 41 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 42 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 43 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 44 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 46 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 48 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 50 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 51 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 53 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 54 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 55 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 56 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 57 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 58 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 59 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 60 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 61 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 62 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 63 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## 64 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 65 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 66 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 67 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 69 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 70 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 71 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 72 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 73 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 74 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 75 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 76 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 79 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 81 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 82 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 83 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 84 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 85 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 87 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 88 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 89 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 90 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 91 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 92 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 93 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 94 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 95 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 96 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 97 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 99 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 100 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 101 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 102 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 103 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 104 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 105 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 107 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 109 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 110 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 111 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 112 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 113 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 114 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 115 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 117 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 118 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 119 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 120 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 121 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 122 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 123 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 124 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 125 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 126 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 127 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 128 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 129 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 130 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 131 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 132 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 133 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 135 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 136 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 137 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 139 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 140 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 141 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 142 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 143 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 144 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 145 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 146 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 147 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 148 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 149 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 150 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 151 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 153 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 154 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 155 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 156 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 157 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 158 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 159 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 160 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 161 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 162 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 163 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 164 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 165 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 166 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 167 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 168 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 169 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 170 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 171 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 172 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 173 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 174 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 175 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 176 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 177 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 178 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 179 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 180 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 181 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 182 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 183 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 184 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 187 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 189 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 190 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 191 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 192 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 193 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 194 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 195 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 196 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 197 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 199 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 200 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 1 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.38658640
## 2 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.43745087
## 3 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.42077832
## 4 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.56792335
## 5 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.50355921
## 6 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.50360657
## 7 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.58853996
## 8 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.54311245
## 9 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.55708990
## 10 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.54312636
## 11 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.35110117
## 12 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.43095282
## 13 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.31495189
## 14 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.29201691
## 15 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.51504976
## 16 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.39149710
## 17 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.33623052
## 18 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.38642848
## 19 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -1.12772878
## 20 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.46679611
## 21 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.43881740
## 22 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.47780604
## 23 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 -0.57361903
## 24 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.53960296
## 25 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.50319592
## 26 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.39006563
## 27 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 -0.25546973
## 28 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.47544677
## 29 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.37688690
## 30 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.46400861
## 31 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.39808639
## 32 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.38823370
## 33 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.35073583
## 34 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.41894776
## 35 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.46374044
## 36 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.40547030
## 37 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.53623323
## 38 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.54674947
## 39 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.47367856
## 40 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.54828012
## 41 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.40914355
## 42 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.51735822
## 43 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.50113467
## 44 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.47458300
## 45 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 -0.15833085
## 46 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.44201137
## 47 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.42678319
## 48 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.39594038
## 49 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.56925830
## 50 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.51429818
## 51 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.43152663
## 52 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.54162727
## 53 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.30450810
## 54 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.55338884
## 55 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.52149878
## 56 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.32353331
## 57 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.49242847
## 58 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 0.26194838
## 59 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.41747576
## 60 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.37283641
## 61 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.42851130
## 62 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.45154690
## 63 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -1.90713474
## 64 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.38249280
## 65 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.47483903
## 66 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.49976833
## 67 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.48631475
## 68 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.36725757
## 69 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.36595511
## 70 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.42637857
## 71 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.46938370
## 72 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.37027879
## 73 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.57685305
## 74 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.43403797
## 75 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.51344963
## 76 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.44140631
## 77 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.47125598
## 78 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.42820353
## 79 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.48309103
## 80 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.26593394
## 81 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.43777155
## 82 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.49238981
## 83 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.29843291
## 84 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.45355581
## 85 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.42334241
## 86 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.46083695
## 87 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.53222712
## 88 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.51604259
## 89 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 -0.97354312
## 90 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.54110312
## 91 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.45255504
## 92 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.52551679
## 93 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.51583805
## 94 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.30531882
## 95 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.38864519
## 96 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.41442451
## 97 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.45073314
## 98 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.51353485
## 99 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.41814231
## 100 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.52454805
## 101 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.36126875
## 102 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 0.42621852
## 103 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.47687553
## 104 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.34132195
## 105 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.47868978
## 106 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.52777475
## 107 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.43903739
## 108 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.41480750
## 109 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.35935591
## 110 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.40829127
## 111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.43357012
## 112 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.44302322
## 113 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.49902751
## 114 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.51683645
## 115 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.47571086
## 116 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.51878374
## 117 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.40254779
## 118 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.43608647
## 119 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.48119062
## 120 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.45911643
## 121 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.39453287
## 122 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.46334335
## 123 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.43544205
## 124 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.41011326
## 125 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.54914289
## 126 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 -0.51833548
## 127 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.08633359
## 128 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.40767450
## 129 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.27402997
## 130 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.55869700
## 131 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.49468157
## 132 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.51784206
## 133 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.36348228
## 134 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.43082447
## 135 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.33975979
## 136 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.41852945
## 137 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.29213356
## 138 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.45247976
## 139 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.48093502
## 140 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.28142280
## 141 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.41967261
## 142 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.39185978
## 143 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.31200670
## 144 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.88261754
## 145 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.45508949
## 146 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.49909179
## 147 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.33761707
## 148 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.52041450
## 149 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.36879673
## 150 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.41035150
## 151 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.31071869
## 152 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.45916297
## 153 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.51480946
## 154 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.37301337
## 155 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 0.41160020
## 156 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.54113174
## 157 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.49997127
## 158 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.51736317
## 159 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.57185955
## 160 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.42895914
## 161 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 0.28678170
## 162 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.47140865
## 163 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.50168605
## 164 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.51542582
## 165 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.36817767
## 166 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.45959901
## 167 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.54595912
## 168 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 0.45380968
## 169 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.41656576
## 170 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.47678652
## 171 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.42482706
## 172 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.38585887
## 173 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.52860074
## 174 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.49574719
## 175 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.39686632
## 176 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.33690734
## 177 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.37982972
## 178 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.51629680
## 179 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.48873031
## 180 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.52000140
## 181 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.42071435
## 182 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.43994833
## 183 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.49367401
## 184 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.52001516
## 185 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.33444192
## 186 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.39938768
## 187 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.49064656
## 188 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.41128252
## 189 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.53661100
## 190 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.45255495
## 191 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.47805441
## 192 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.45383519
## 193 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.51914626
## 194 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.48900351
## 195 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.28821905
## 196 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.43540983
## 197 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.45286264
## 198 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.42685546
## 199 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.40438409
## 200 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.40902709
## lnNSE KGE smNSE smlnNSE smKGE calNSE
## 1 0.38443733 0.38880300 -4.640952677 -3.202064810 -0.077950270 -1.1652716
## 2 0.30681589 0.48735120 -1.062585026 -0.932470271 -0.117615929 -2.0390033
## 3 0.23608509 0.42077119 -0.252913946 -0.156572388 -0.206618586 -1.6148755
## 4 0.59322160 0.65086622 -2.351368799 -1.820165799 -0.304622639 -1.4117125
## 5 0.45296729 0.50693572 0.065341562 0.029058349 0.024401982 -1.2005169
## 6 0.47734817 0.57184205 -1.215977523 -1.043513494 -0.265656999 -1.7203651
## 7 0.59040483 0.64958913 0.219662194 0.152561663 0.259739683 -1.2938033
## 8 0.48786128 0.63882929 -0.041363185 0.002724506 0.171746159 -1.5661731
## 9 0.51753158 0.62405506 -0.300988251 -0.209370519 -0.228207780 -1.5584772
## 10 0.54448586 0.63310366 -1.245706141 -1.063811231 -0.205243603 -1.6784562
## 11 0.29334476 0.58406580 -1.482752046 -1.580604973 -0.404731530 -2.9292870
## 12 0.23519280 0.49218881 -6.932311771 -4.427214218 -0.049434827 -2.2763237
## 13 0.14802432 0.34377852 -0.209074996 -0.249379056 0.015188602 -2.0075998
## 14 0.17143006 0.28268142 -0.399360831 -0.273413199 0.325724150 -1.1914297
## 15 0.51861719 0.61487359 -1.105358065 -0.924353804 0.075194223 -3.4817493
## 16 0.39540264 0.64123570 -8.699496923 -14.012081848 -0.150700886 -2.5903580
## 17 0.39977450 0.61577985 -10.364529558 -18.359844360 -0.189354487 -2.7686413
## 18 0.07581194 0.37283287 0.138840075 0.211300375 0.404295013 -1.7435212
## 19 0.11443330 0.10999934 -19.676827161 -55.873605460 -0.731668157 -7.1751515
## 20 0.40624894 0.45060970 -4.550213573 -5.959673972 0.326968339 -0.8525408
## 21 0.40141580 0.41331867 0.229871742 0.172871485 0.211129036 -0.7717903
## 22 0.39233081 0.59136371 -2.235939965 -1.743193390 -0.285998141 -2.1694810
## 23 0.12786976 0.27161096 -11.004022599 -20.419405265 -0.614296213 -4.9578455
## 24 0.50884291 0.71112803 -1.066600893 -1.070035818 -0.172511633 -1.9139161
## 25 0.39585886 0.59322472 -0.916168490 -0.817058227 0.144256583 -2.0623319
## 26 0.26370481 0.36132596 -0.060280881 0.051128887 0.312749798 -0.9378616
## 27 0.10873683 0.38242781 -6.371583857 -9.860604863 -0.502173414 -3.7329472
## 28 0.32008531 0.45338376 -1.954278049 -2.056186643 0.334337764 -1.1240320
## 29 0.17283143 0.37772766 -1.404876843 -1.155334931 0.053443515 -1.7222699
## 30 0.44707549 0.45634421 -3.005592579 -3.379086528 0.189669980 -1.0529058
## 31 0.39145918 0.63547691 -3.604118198 -2.597251547 -0.242808125 -2.4660135
## 32 0.35116408 0.61284050 -1.762520421 -1.882627181 -0.239996774 -2.6677311
## 33 0.14404204 0.36388741 -1.285257707 -1.217205668 0.260381650 -1.8069095
## 34 0.36871613 0.40305148 0.389816611 0.425990048 0.391432275 -0.8721737
## 35 0.41736459 0.64762182 -0.541706370 -0.516995580 -0.216031553 -2.2893706
## 36 0.18447029 0.43947691 -7.218454028 -4.572013757 -0.038823902 -2.0479227
## 37 0.50754287 0.63305096 -1.595753931 -1.305737615 -0.166748884 -1.6013684
## 38 0.53201438 0.63064765 -0.701054648 -0.650160318 -0.298532828 -1.4196153
## 39 0.39957125 0.49472768 0.358207430 0.408242393 0.425865984 -1.5013494
## 40 0.55726077 0.60488538 -6.991055708 -4.480357656 -0.215696854 -1.3456449
## 41 0.37877699 0.62882748 -10.155652846 -17.330924368 -0.465436288 -2.5576819
## 42 0.50303307 0.56377016 -2.981098095 -2.218511691 -0.282252520 -1.4675130
## 43 0.46559080 0.52217770 -0.179896458 -0.209288846 -0.237698580 -1.4033813
## 44 0.46647844 0.67726131 -3.047991016 -3.711948688 -0.265869495 -2.0306505
## 45 0.39219761 0.46082966 -15.199328182 -36.533225861 -0.200200936 -4.0167889
## 46 0.35683577 0.43081435 -0.132349751 -0.065402843 -0.240380237 -1.1094269
## 47 0.30633495 0.58171833 -3.878597367 -2.763354170 -0.362053681 -2.6079823
## 48 0.20632441 0.37138942 -0.151482436 -0.055087146 0.001934042 -1.3271312
## 49 0.59358178 0.60833571 -1.521711841 -1.497798161 0.218961748 -1.2308302
## 50 0.41356623 0.59337735 -1.380110174 -1.310695895 -0.131344775 -1.7948127
## 51 0.29866349 0.44241971 -0.708709879 -0.662403942 -0.306612221 -1.5835721
## 52 0.54494387 0.57131546 -0.065066716 0.006734640 0.161448131 -1.2818535
## 53 0.14165185 0.29920447 0.091648490 0.034265289 0.105287393 -1.5648963
## 54 0.54056793 0.63729219 -0.894512075 -0.802626045 -0.334799759 -1.6094253
## 55 0.49587863 0.56497525 -2.222215748 -1.738247136 -0.287151597 -1.4485242
## 56 0.22002822 0.30366104 -0.767390268 -0.606503066 0.143462861 -1.1485608
## 57 0.44300371 0.56062505 -7.572993119 -4.794198873 -0.416270502 -1.7082226
## 58 0.13027215 0.22847674 -1.454066678 -1.427853998 0.309286343 -1.0106683
## 59 0.26901799 0.38274552 -0.437518281 -0.286542809 0.185693738 -0.9750407
## 60 0.38110813 0.62249628 -17.301887711 -42.088299811 -0.288094608 -2.7981392
## 61 0.29832069 0.40104251 0.283447091 0.290416161 0.213970646 -1.0887362
## 62 0.47138768 0.43038479 0.182660975 0.220519908 0.126719598 -0.6645702
## 63 0.06684219 -0.08930385 -24.232481290 -92.026990625 -0.742057511 -12.2294685
## 64 0.15900968 0.36397922 -1.030297251 -0.907688056 0.108728991 -1.6225107
## 65 0.27000040 0.47806887 0.407271422 0.352082985 0.369588866 -1.5374550
## 66 0.52023292 0.54734814 -5.551031028 -3.725197289 -0.357073085 -1.2821814
## 67 0.42164492 0.53152798 -0.566227518 -0.543853019 -0.272925819 -1.5942310
## 68 0.33604389 0.35367667 0.206778955 0.274485232 0.358598493 -0.8888740
## 69 0.25876797 0.50979177 -1.426922024 -1.423632570 0.374520921 -2.9918882
## 70 0.41551744 0.64561290 -0.946478525 -0.802811688 -0.056763682 -2.2144185
## 71 0.40798528 0.44999610 -0.201331454 -0.224797596 0.083597616 -0.7858007
## 72 0.08854499 0.35559254 -1.271844715 -1.046968989 0.111549172 -1.8854278
## 73 0.55670023 0.62583392 -2.177229203 -2.306124077 0.240508126 -1.4007372
## 74 0.44757886 0.57057240 -0.200857067 -0.219093152 0.154517207 -2.2784416
## 75 0.43295575 0.56630294 -5.145144056 -3.480817352 -0.098676142 -1.6803601
## 76 0.30067430 0.41733673 0.184844414 0.135212089 0.125347892 -1.1363077
## 77 0.45552832 0.69145025 -2.773223902 -2.086343949 -0.315643039 -1.9572469
## 78 0.44294499 0.42490257 0.061945654 0.023399418 0.386912654 -0.8660849
## 79 0.45340989 0.68828201 -3.263909519 -2.392986615 -0.353820204 -2.0452283
## 80 0.11105529 0.23090596 -2.788330607 -3.179455558 0.320785461 -0.9628727
## 81 0.36204575 0.53703272 -7.546630433 -4.439797620 0.155960948 -1.7213954
## 82 0.41529947 0.63550654 -0.301833735 -0.310232488 -0.339100288 -2.3311144
## 83 0.14388619 0.27636753 0.442206384 0.402809122 0.401986844 -1.0001690
## 84 0.45056153 0.44176279 0.167155490 0.120293815 0.120461678 -0.9601271
## 85 0.27913153 0.40386228 -0.465799362 -0.459058764 -0.012932443 -1.2885203
## 86 0.41591630 0.44844830 -1.424185560 -1.146691517 0.131018363 -0.7575451
## 87 0.48539882 0.66399483 -2.143802167 -2.278975791 -0.192941932 -1.8547545
## 88 0.48371503 0.66607061 -0.282092829 -0.291068801 -0.333161364 -1.8863433
## 89 0.20086064 0.16989737 -23.665922598 -89.398278480 -0.553942751 -7.9584824
## 90 0.53471988 0.58785323 0.416190680 0.439080951 0.410187644 -1.4170107
## 91 0.41126515 0.45094803 -0.044629458 -0.086323977 0.021584013 -1.1441926
## 92 0.58397558 0.56115257 -2.636896490 -2.003117606 -0.258589977 -1.0172620
## 93 0.51028275 0.65048671 -1.650675152 -1.314481118 -0.165467422 -1.6424275
## 94 0.48934133 0.62361969 -12.234290610 -23.779990218 -0.220471993 -2.4961733
## 95 0.43233347 0.39443917 0.230445127 0.216800785 0.143507818 -1.0044398
## 96 0.44777060 0.41068331 0.149782200 0.182587111 0.122188221 -0.9416232
## 97 0.29132574 0.49686186 -0.520447441 -0.509570673 -0.329506966 -1.9666892
## 98 0.41015586 0.52929551 -3.987637435 -2.817621014 -0.068750091 -1.3310136
## 99 0.17899119 0.42825254 0.093634624 0.096670692 -0.020488215 -2.0113865
## 100 0.40852147 0.54683935 0.228855794 0.162560346 0.376361962 -1.5098836
## 101 0.10222332 0.36865535 -2.386094277 -1.795946318 0.088609032 -1.9826494
## 102 0.15704038 0.42907956 -1.199340861 -1.116825591 0.223959497 -2.0463901
## 103 0.40530927 0.49723337 -2.509284608 -1.783687353 0.400293800 -1.4189593
## 104 0.25045324 0.31225237 -0.622968270 -0.504854610 0.369312139 -0.8399518
## 105 0.20009906 0.49564652 -3.182465968 -3.624123064 0.128534515 -1.9667232
## 106 0.49612791 0.65363416 -0.399443100 -0.362374171 0.176472869 -1.8381669
## 107 0.37664163 0.65447542 -1.151227464 -1.217859413 -0.288203878 -2.1956326
## 108 0.37251404 0.43603800 -0.739160148 -0.658821981 0.149965882 -1.3845761
## 109 0.21480173 0.36044219 -0.777082450 -0.697261399 0.044164878 -1.5005107
## 110 0.39245693 0.39056059 -0.648774043 -0.492855382 0.050353102 -0.9423010
## 111 0.35570516 0.61547325 -0.524627887 -0.524323326 -0.258939754 -2.4792486
## 112 0.34697839 0.48638402 -1.076929364 -0.943037839 -0.312955671 -1.8309590
## 113 0.54424953 0.53810019 -0.057125975 -0.091970920 -0.264259544 -1.2524458
## 114 0.48860414 0.64626656 -3.526631956 -2.558185940 -0.322606621 -1.9487315
## 115 0.42503390 0.63457028 -2.175319362 -2.508206974 -0.174018021 -1.8695500
## 116 0.56745185 0.55763984 -9.277031982 -5.618584612 -0.128525451 -1.0326212
## 117 0.17693772 0.41836557 0.303049436 0.291336135 0.235499912 -2.0041128
## 118 0.25215956 0.44597785 0.046806757 0.014442617 -0.108684631 -1.7934210
## 119 0.41911798 0.66104603 -0.255051542 -0.243398051 -0.286139806 -2.2179915
## 120 0.29644756 0.45568360 -1.612736541 -1.595948659 0.240623406 -1.5239584
## 121 0.28092789 0.40940766 -1.271459150 -1.074530116 -0.020139819 -1.6568007
## 122 0.48385485 0.44930000 -0.329498764 -0.325278640 0.133265246 -0.6753880
## 123 0.42983936 0.65378826 -5.673041902 -7.714410164 -0.338587969 -2.3094410
## 124 0.50695266 0.66397148 -7.363092167 -11.445576223 -0.341218406 -2.0891295
## 125 0.53114966 0.65936315 -1.238511067 -1.142182858 -0.222200823 -1.7567027
## 126 0.22359785 0.32236575 -13.215094968 -29.545536026 -0.198445284 -5.8101868
## 127 0.25696614 0.51044241 -2.657180927 -3.520726668 -0.368437126 -3.2340476
## 128 0.35558411 0.41013449 -2.775407554 -2.076296463 -0.017555892 -1.2851136
## 129 0.14889592 0.24001103 -1.113576105 -1.019575868 0.295189948 -0.9056818
## 130 0.52702284 0.62211582 -0.713057278 -0.662599184 0.079847932 -1.5915891
## 131 0.41824737 0.56602442 -1.968267468 -1.570953555 -0.374362055 -1.8564537
## 132 0.50364896 0.56807803 -0.005922605 0.007713541 -0.280587692 -1.4225931
## 133 0.13577423 0.36409945 -0.569930678 -0.542406290 -0.029670983 -1.8634150
## 134 0.33053688 0.60033031 -0.440303621 -0.296786182 0.256850135 -2.8674058
## 135 0.23859775 0.32733283 -0.379537723 -0.315996443 0.450198230 -0.8982658
## 136 0.37317076 0.38077602 0.423835067 0.454580782 0.419377242 -0.4869317
## 137 0.15504116 0.27767539 0.308945591 0.363972604 0.366610589 -1.1397373
## 138 0.26033974 0.47675422 -8.444575118 -5.227222807 -0.327221057 -1.9067748
## 139 0.35852377 0.60797003 -1.216896850 -1.135549383 -0.038902703 -2.4066061
## 140 0.04518005 0.26767260 0.092420362 0.031167142 0.210847695 -1.6332239
## 141 0.37120906 0.62354717 -1.540024172 -1.263115547 -0.257634557 -2.4281826
## 142 0.17996640 0.44079409 -1.759622836 -1.391555911 0.058039090 -2.3277628
## 143 0.11824708 0.30382638 0.013443194 -0.041960810 0.162645052 -1.6311947
## 144 0.21907519 0.19227953 -24.557035583 -90.827842090 -0.711892592 -6.3611190
## 145 0.35880852 0.47005777 -1.944943212 -1.986368853 0.229374943 -1.5689481
## 146 0.37991046 0.56549531 -0.784465434 -0.678806295 -0.326764372 -2.0013275
## 147 0.10526181 0.34432792 -0.613364083 -0.577825940 -0.052340913 -1.9833714
## 148 0.45159872 0.59795479 -0.373778812 -0.396550442 0.032596965 -1.8254426
## 149 0.28131698 0.34406009 -1.957169862 -1.489555358 0.257478661 -0.8172607
## 150 0.16919069 0.46387565 0.046825623 0.138061977 0.320444061 -1.7780015
## 151 0.01300310 0.27498668 -1.688677468 -1.725233226 0.309860653 -1.3680817
## 152 0.26978656 0.42724494 0.474812940 0.442655313 0.415815478 -0.7646559
## 153 0.40072820 0.61627192 -3.879558569 -4.674964597 0.122561031 -2.0937857
## 154 0.24700675 0.34938652 0.220098071 0.200923774 0.131333540 -1.1031041
## 155 0.38395320 0.54979773 0.172678484 0.207831562 0.118325177 -3.3499453
## 156 0.48384112 0.61698990 0.046255812 0.095338238 0.212040161 -1.7024841
## 157 0.43294218 0.57413851 -0.201894277 -0.149893467 -0.067227539 -1.2415231
## 158 0.43365482 0.54679892 -0.195271320 -0.223803133 -0.255006550 -1.4849462
## 159 0.59131612 0.60980467 -0.744090636 -0.638201420 0.101127067 -0.9606836
## 160 0.31143200 0.39916032 -2.362123856 -2.481461634 0.136903644 -0.9656335
## 161 0.18686998 0.37649785 -1.161075170 -0.970331958 0.113021344 -0.7844801
## 162 0.33208196 0.48054431 -2.362038658 -1.806072941 0.044727983 -1.5689399
## 163 0.36412155 0.56399808 -0.045462384 -0.045864496 -0.215664008 -1.8047166
## 164 0.48584436 0.68054954 -0.633679760 -0.587744615 -0.296303358 -1.9267664
## 165 0.28585707 0.39598974 -0.047952024 -0.107700668 0.181222146 -1.6422690
## 166 0.36292166 0.61292351 -1.415053288 -1.158420104 -0.171638112 -2.7260788
## 167 0.51608907 0.69828832 -0.425389107 -0.419349415 -0.187149502 -1.8644591
## 168 0.43658485 0.54995557 0.133435032 0.093131996 0.187885383 -2.0625550
## 169 0.25903142 0.43251979 -7.873485318 -4.922880844 -0.096255993 -1.7138446
## 170 0.44580795 0.67968333 -6.123194762 -8.763223284 -0.199823328 -2.1838644
## 171 0.21033999 0.41715811 -1.760588031 -1.792868612 0.283946112 -1.5871157
## 172 0.31109070 0.36215536 0.201629195 0.215915234 0.115463971 -0.9775676
## 173 0.47896444 0.57284396 -3.206289812 -2.335126909 -0.053371494 -1.3823870
## 174 0.50133174 0.52855007 -0.040566051 -0.073702030 -0.294462705 -1.3387246
## 175 0.15492530 0.39405730 0.158103844 0.137447123 0.069182283 -1.8323937
## 176 0.29917845 0.58331795 -2.240373610 -2.525755262 -0.041427757 -2.8465949
## 177 0.26316577 0.41466704 -1.318968932 -1.115620418 -0.099362414 -1.9247699
## 178 0.50415413 0.54689875 -0.171817227 -0.215673535 0.141388821 -1.3238826
## 179 0.36819078 0.62471152 -1.605320135 -1.591587265 0.198567958 -2.3198213
## 180 0.44393279 0.61035681 -0.161140268 -0.199694461 -0.183471109 -1.9617425
## 181 0.37056581 0.44560314 -3.080363390 -2.286056036 -0.202373790 -1.5246733
## 182 0.43642023 0.45388277 -0.308289855 -0.333088882 -0.154079628 -1.2967734
## 183 0.45018215 0.60730729 -8.008933683 -5.011073202 -0.407931054 -1.9845566
## 184 0.45737348 0.63096576 -0.861722226 -0.760768951 -0.236873172 -1.8106149
## 185 0.28400792 0.61141838 -4.983169214 -6.700991580 -0.430984173 -2.7270989
## 186 0.17115948 0.40539484 -1.679191716 -1.338465099 0.152153344 -1.9640016
## 187 0.53543390 0.52333416 -0.284381913 -0.310410335 -0.296152830 -1.2637937
## 188 0.38805729 0.39494127 -2.355351268 -1.785669154 0.098956124 -0.9165933
## 189 0.49617771 0.56491026 -1.889967933 -1.918519839 0.115814722 -1.3599593
## 190 0.43140683 0.66361852 -1.859701535 -2.094339156 -0.324763943 -2.1141924
## 191 0.21326172 0.50500062 0.186880435 0.243405674 0.285207616 -2.1011306
## 192 0.17784663 0.46084895 -2.746687760 -3.031315622 0.184080241 -1.9852750
## 193 0.50617084 0.70311479 -0.583006450 -0.558670635 -0.276236317 -1.8703260
## 194 0.55376851 0.50865178 -2.362346208 -1.797352283 0.049349852 -0.9640089
## 195 0.38904501 0.58893994 -10.918875839 -19.988006657 -0.115572153 -2.8470878
## 196 0.41529170 0.43063278 -2.043928067 -1.579339733 0.096760707 -0.9816779
## 197 0.45478125 0.65478248 -0.795519657 -0.799814444 -0.212190985 -2.1050763
## 198 0.39173457 0.42822363 -0.727269540 -0.654837902 0.068692150 -1.1356140
## 199 0.32752624 0.41501093 -0.157475227 -0.036995991 0.393550524 -1.3709818
## 200 0.19480666 0.42098556 -2.923241267 -2.160189015 0.022021441 -1.8492855
## callnNSE calKGE calsmNSE calsmlnNSE calsmKGE
## 1 -0.8783800 0.348358049 -5.123724332 -3.492869590 -0.055371821
## 2 -1.1426712 0.198671262 -1.425505396 -1.217113895 -0.074932410
## 3 -1.1862256 0.312466186 -0.014514648 0.031893217 -0.076657772
## 4 -0.4223053 0.171471587 -2.819554568 -2.144387912 -0.161520446
## 5 -0.6950940 0.348491618 -0.031042216 -0.083961525 0.075423938
## 6 -0.7503935 0.187455938 -1.577966481 -1.325133779 -0.177037981
## 7 -0.4773513 0.241444690 0.131687684 0.046633087 0.313054265
## 8 -0.4960327 0.107641232 0.310586335 0.305590918 0.306805474
## 9 -0.5876178 0.169577523 -0.034380715 0.008089262 -0.112201676
## 10 -0.6726558 0.170121348 -1.611817622 -1.346988856 -0.128016771
## 11 -1.0811007 -0.183254193 -1.059806983 -1.082702065 -0.425224845
## 12 -1.2479127 0.146492470 -7.404696774 -4.674746374 -0.035388577
## 13 -1.5283415 0.235986767 -0.440860752 -0.458807306 0.019150372
## 14 -1.1495457 0.220897407 -0.026808628 0.082137046 0.341389690
## 15 -0.9607568 -0.340757779 -1.436287654 -1.178903010 0.128919609
## 16 -0.7045327 -0.230022756 -6.699678671 -10.470612605 -0.053181456
## 17 -0.7091671 -0.291883975 -8.130547049 -14.002587729 -0.095277456
## 18 -1.4628798 0.284314491 0.456345056 0.482285240 0.461854374
## 19 -0.9991763 -1.274261700 -16.719573548 -47.735753983 -0.760483535
## 20 -0.6462532 0.433993761 -3.083883464 -3.995808619 0.405833478
## 21 -0.6337695 0.434738492 0.116221788 0.051591247 0.214898033
## 22 -0.9276325 0.072940749 -2.685841693 -2.058874482 -0.179070050
## 23 -1.1145820 -0.800407453 -9.068874159 -16.568106629 -0.628898533
## 24 -0.4556051 -0.050792320 -0.422879350 -0.404472451 -0.031101095
## 25 -1.0296259 0.141637077 -0.343101026 -0.244367739 0.206230518
## 26 -0.8939473 0.379319062 0.198669404 0.278921305 0.323520398
## 27 -0.7917085 -0.630081181 -4.879429959 -7.199737245 -0.475449400
## 28 -0.8689030 0.383333238 -1.113563511 -1.101929077 0.378768230
## 29 -1.3012528 0.296457990 -1.771026820 -1.431097906 0.063269335
## 30 -0.7687266 0.384406286 -2.067178911 -2.238909847 0.212982301
## 31 -0.6957666 -0.177658638 -3.976059822 -2.799141823 -0.137697140
## 32 -0.9234233 -0.152435152 -0.935502177 -0.938657004 -0.122626386
## 33 -1.4263488 0.253556693 -0.671901264 -0.566634632 0.282176631
## 34 -0.7343064 0.409281426 0.499493510 0.498847455 0.410385253
## 35 -0.6884617 -0.100123328 -0.524354353 -0.511082322 -0.078845421
## 36 -1.2477993 0.217795369 -7.729683227 -4.833403245 -0.017056114
## 37 -0.5522329 0.153144036 -1.994292357 -1.601251413 -0.068497458
## 38 -0.4532662 0.181903439 -0.983833399 -0.889313009 -0.151490364
## 39 -0.8578706 0.282691317 0.531734903 0.538858022 0.462154519
## 40 -0.5021923 0.234131888 -7.537060204 -4.763491529 -0.119374059
## 41 -0.8358592 -0.154150961 -8.073234205 -13.503941632 -0.406574056
## 42 -0.6481484 0.238383261 -3.484853197 -2.550193126 -0.148882031
## 43 -0.7783289 0.297418960 -0.327757360 -0.361132369 -0.090983062
## 44 -0.5265266 -0.080698593 -1.893869852 -2.232739151 -0.134936145
## 45 -0.6643511 -0.599268183 -11.600524272 -26.895828511 -0.024850376
## 46 -0.8145122 0.389785805 0.017108347 0.035995865 -0.120839225
## 47 -1.0394633 -0.056087559 -4.316241065 -3.044215592 -0.301955819
## 48 -1.1381671 0.352777440 0.034388454 0.085560084 0.026703482
## 49 -0.5482330 0.301934249 -0.849210435 -0.769716342 0.241654707
## 50 -0.8507868 0.153729105 -0.675698655 -0.578739788 0.013720675
## 51 -1.0480749 0.304241906 -1.017400836 -0.919607911 -0.205914695
## 52 -0.6684951 0.310178276 0.220199422 0.241167926 0.220021473
## 53 -1.4066437 0.265745974 -0.055693092 -0.115358244 0.108533064
## 54 -0.6032150 0.163030787 -1.209880396 -1.060144097 -0.221486768
## 55 -0.6639568 0.255752873 -2.663398585 -2.049757796 -0.199709610
## 56 -1.0720334 0.310367821 -0.329741612 -0.180274134 0.167966512
## 57 -0.7625453 0.192268268 -8.102831474 -5.063837066 -0.346102235
## 58 -1.1092786 0.211787740 -0.834324558 -0.750376829 0.323852496
## 59 -0.8773927 0.401922394 -0.090785106 0.035273752 0.202820583
## 60 -0.8030713 -0.265811827 -14.244956497 -34.166509627 -0.205171700
## 61 -0.9341067 0.377303081 0.328361801 0.299146816 0.237404618
## 62 -0.4808246 0.453688714 0.250989951 0.249009147 0.154303444
## 63 -1.2080543 -2.008905830 -20.539532947 -78.272222361 -0.729677857
## 64 -1.3969452 0.299550689 -0.530203496 -0.403033078 0.124085018
## 65 -1.0537509 0.311657509 0.380566583 0.295263280 0.421068309
## 66 -0.5746286 0.297143315 -6.099574820 -4.036773144 -0.266598093
## 67 -0.7949463 0.242113950 -0.830547107 -0.772856624 -0.135991292
## 68 -0.8252398 0.368797245 0.377576554 0.410214735 0.366261360
## 69 -1.4626470 -0.080574477 -0.724341842 -0.659167192 0.412379064
## 70 -0.5513529 -0.129741318 -1.200151174 -1.003088411 0.081146486
## 71 -0.5695684 0.443906855 -0.412634819 -0.417335580 0.119795982
## 72 -1.5256799 0.273874872 -1.626512194 -1.315223240 0.119229952
## 73 -0.6425769 0.258830760 -1.325073205 -1.327963165 0.275293704
## 74 -0.8419734 0.009549703 -0.422060440 -0.415275280 0.182878047
## 75 -0.7837296 0.204241831 -5.634597310 -3.765399213 -0.052124424
## 76 -0.9411189 0.385675074 0.091328975 0.025923073 0.136822219
## 77 -0.4540886 -0.076030866 -3.161955667 -2.341591341 -0.226740713
## 78 -0.6466434 0.377750418 -0.136866129 -0.153795918 0.404191294
## 79 -0.5334714 -0.067394921 -3.719652654 -2.689160446 -0.269237234
## 80 -1.0956376 0.241900550 -1.900048791 -2.102340033 0.341450155
## 81 -0.7634530 0.178546462 -7.445450435 -4.443174810 0.018414084
## 82 -0.8388722 -0.038554018 -0.419797538 -0.435849489 -0.211277913
## 83 -1.0445506 0.227560365 0.385351511 0.329173593 0.420645999
## 84 -0.6943463 0.401026944 0.072548099 0.010793060 0.142434957
## 85 -1.0243108 0.356528135 -0.731580999 -0.688629898 0.008161845
## 86 -0.5117609 0.439290214 -1.760033099 -1.398178255 0.146536217
## 87 -0.5918782 0.035498362 -1.215513232 -1.220129624 -0.052262028
## 88 -0.5728296 0.027190435 -0.379801643 -0.400784186 -0.203191503
## 89 -0.8996012 -1.408605028 -19.792426589 -73.998543687 -0.491104623
## 90 -0.6004563 0.249318163 0.543310166 0.523665692 0.437649380
## 91 -0.7782050 0.376532391 -0.197278693 -0.241192969 0.070263519
## 92 -0.4038684 0.335752698 -3.129887787 -2.335703937 -0.115935198
## 93 -0.5331610 0.088078569 -1.982535803 -1.556422620 -0.008984576
## 94 -0.4718334 -0.282821374 -9.672462307 -18.257971060 -0.117263427
## 95 -0.7089705 0.363746125 0.202035686 0.161217390 0.175601532
## 96 -0.7096565 0.397465861 0.239509971 0.230736287 0.147939565
## 97 -1.0918430 0.199687223 -0.782789032 -0.738361212 -0.219764285
## 98 -0.7291015 0.307545985 -4.469657456 -3.117321305 -0.019551026
## 99 -1.4558266 0.257037943 0.133053983 0.095148592 0.033881406
## 100 -0.7745493 0.268489483 0.065179694 0.005197550 0.394866546
## 101 -1.4961372 0.259980132 -2.803729406 -2.083125860 0.104830470
## 102 -1.4913881 0.253690605 -0.539830259 -0.417250328 0.268019327
## 103 -0.7847276 0.287693102 -2.965504978 -2.079342121 0.409426829
## 104 -0.8691159 0.300215578 -0.172087921 -0.054739920 0.390791688
## 105 -1.2528047 0.225075766 -1.945721443 -2.086324282 0.223323263
## 106 -0.6812262 0.066637337 0.156240734 0.159523310 0.332546818
## 107 -0.6398485 -0.099095302 -0.589436063 -0.613969311 -0.164141457
## 108 -0.9044809 0.320301353 -1.042652850 -0.902581034 0.166897242
## 109 -1.1975208 0.316498248 -1.088855648 -0.950108109 0.066882929
## 110 -0.7651134 0.396681378 -0.264927437 -0.134699241 0.078045248
## 111 -0.9131357 -0.077800493 -0.268242482 -0.287163087 -0.144400133
## 112 -1.0164744 0.229593429 -1.430132987 -1.222284364 -0.222326858
## 113 -0.5608561 0.298300404 -0.166283159 -0.216423048 -0.135450948
## 114 -0.6908564 0.064730773 -4.020896012 -2.875813475 -0.231294737
## 115 -0.6620088 0.042915324 -1.146622872 -1.296938540 -0.005370569
## 116 -0.4156892 0.335075312 -9.753262007 -5.834158355 -0.099077733
## 117 -1.4321828 0.255371424 0.338228136 0.289382218 0.249965749
## 118 -1.2063623 0.276618980 -0.023824018 -0.079036082 -0.051867628
## 119 -0.6554035 -0.076201950 -0.126008442 -0.154795795 -0.157553706
## 120 -1.0793371 0.321858505 -0.946511061 -0.864457557 0.256664567
## 121 -1.1576225 0.299170776 -1.634304288 -1.353383899 -0.005129409
## 122 -0.4407752 0.452100881 -0.559948737 -0.526046402 0.160582902
## 123 -0.6617564 -0.127905410 -4.096851290 -5.381494665 -0.230136287
## 124 -0.4836040 -0.121101435 -5.407610486 -8.159488403 -0.219109217
## 125 -0.5945046 0.099060977 -0.656750795 -0.552663574 -0.116902347
## 126 -1.0153992 -0.913353049 -10.014114970 -21.891533773 -0.030725976
## 127 -0.7770564 -0.455266384 -1.834400282 -2.232372592 -0.304021090
## 128 -0.9344242 0.346347537 -3.218256846 -2.374823722 0.018578499
## 129 -1.0225338 0.239537479 -0.571042036 -0.450351835 0.311464892
## 130 -0.6758485 0.197465956 -1.037042277 -0.926322442 0.127629068
## 131 -0.8446607 0.160771395 -2.404695260 -1.884932205 -0.260678958
## 132 -0.5913816 0.236810483 0.035799544 0.007690584 -0.151877100
## 133 -1.4472169 0.277755535 -0.856003196 -0.783956624 0.005196192
## 134 -1.0710886 -0.093832531 -0.065756882 0.057783967 0.274658150
## 135 -0.8914772 0.279549453 -0.655656107 -0.536749532 0.458369252
## 136 -0.5306678 0.431397978 0.525082715 0.520389197 0.442403580
## 137 -1.1409630 0.251753112 0.453783598 0.468849046 0.390420049
## 138 -1.1701747 0.236275739 -8.970987312 -5.480875336 -0.248237042
## 139 -1.0115615 0.001185124 -0.574150409 -0.474073465 0.063137624
## 140 -1.5570580 0.198019442 -0.085595251 -0.139268112 0.221264159
## 141 -0.7729433 -0.119862225 -1.796786399 -1.449031429 -0.128654903
## 142 -1.4477395 0.186453527 -2.149257732 -1.673481068 0.085138635
## 143 -1.4662472 0.251061661 -0.176388450 -0.220500019 0.170168549
## 144 -0.8814800 -1.116018727 -20.871824073 -77.306148778 -0.719797722
## 145 -1.0207313 0.300332915 -1.193947756 -1.140774420 0.254732258
## 146 -0.9894581 0.145905423 -0.310147360 -0.233240764 -0.183035233
## 147 -1.5618182 0.254121056 -0.911784198 -0.827344878 -0.015915199
## 148 -0.8140570 0.163034673 -0.641275298 -0.629195467 0.068821800
## 149 -0.8064073 0.338501040 -2.344055721 -1.760553231 0.258899848
## 150 -1.1118815 0.253239318 0.374963675 0.415801792 0.379674989
## 151 -1.4218503 0.253450708 -0.944344423 -0.894218788 0.340679993
## 152 -0.7177168 0.452333379 0.472883583 0.411143451 0.455621709
## 153 -0.9481601 0.090573996 -2.577109347 -2.981048485 0.207936887
## 154 -0.9627045 0.368398047 0.174961294 0.132133544 0.145058596
## 155 -1.4436906 -0.120180093 0.237197442 0.233012321 0.143053565
## 156 -0.8126803 0.197282133 0.299577853 0.296695971 0.267716854
## 157 -0.5616817 0.256574635 0.120556891 0.109677222 0.116227224
## 158 -0.7602552 0.256271591 -0.350132841 -0.380713964 -0.116054488
## 159 -0.3983751 0.331618763 -0.189746510 -0.099770351 0.192149989
## 160 -0.8745643 0.410259307 -1.543951309 -1.537169023 0.162406481
## 161 -0.7601483 0.366989938 -1.508508972 -1.235982599 0.130396906
## 162 -0.9620957 0.292154625 -2.785040443 -2.099504022 0.058523555
## 163 -0.8531721 0.159731424 0.011861372 -0.033795350 -0.060156321
## 164 -0.5316404 -0.012113274 -0.810668984 -0.748285754 -0.173975518
## 165 -1.2067993 0.265808705 -0.265979281 -0.306769612 0.187735988
## 166 -0.6536856 -0.222920136 -1.761737135 -1.418435613 -0.031970832
## 167 -0.5126424 0.012547985 -0.560541933 -0.551194854 -0.063431245
## 168 -1.0877575 0.164793379 0.005757039 -0.037860991 0.212773663
## 169 -1.1557075 0.285846314 -8.363677148 -5.165891226 -0.078902581
## 170 -0.6118844 -0.109811736 -4.438736742 -6.132880128 -0.092476575
## 171 -1.2127962 0.316737286 -1.025709528 -0.971881792 0.309100925
## 172 -0.8435085 0.367153362 0.228441720 0.206698092 0.146753715
## 173 -0.6429753 0.259268070 -3.664225922 -2.631980049 0.035994769
## 174 -0.6472760 0.292215928 -0.145460109 -0.194889607 -0.177778886
## 175 -1.3669496 0.283458411 0.105134172 0.060178799 0.096014804
## 176 -1.0981365 -0.157413934 -1.256561557 -1.343537070 0.105384132
## 177 -1.2710947 0.253146984 -1.693012409 -1.401952242 -0.072007671
## 178 -0.6866594 0.311910836 -0.400123995 -0.420336738 0.161796912
## 179 -1.0111522 0.025242735 -0.783027139 -0.696999743 0.274556783
## 180 -0.8010936 0.101284201 -0.329928620 -0.366497510 -0.099172527
## 181 -0.9672574 0.305843723 -3.541911454 -2.593945841 -0.166760188
## 182 -0.8218620 0.342677649 -0.538200332 -0.542275725 -0.089111583
## 183 -0.7650686 0.082288371 -8.572853948 -5.288590302 -0.312237075
## 184 -0.6632706 0.090910379 -1.100349160 -0.962111045 -0.100655281
## 185 -0.7760852 -0.270851564 -3.636209273 -4.719677170 -0.364092222
## 186 -1.4449837 0.261029655 -2.084251164 -1.632271939 0.151239687
## 187 -0.6241420 0.314056432 -0.500898230 -0.511381902 -0.185151395
## 188 -0.7299533 0.395692523 -2.757653437 -2.063752549 0.111974841
## 189 -0.7708384 0.302570532 -1.068697832 -1.007744285 0.184350155
## 190 -0.6186075 -0.073244879 -1.096677553 -1.192576524 -0.219135940
## 191 -1.2608431 0.199116984 0.437190063 0.438954886 0.347649064
## 192 -1.3274082 0.244643779 -1.723559123 -1.804124526 0.235209109
## 193 -0.4753049 -0.023855235 -0.594465940 -0.571923201 -0.160698878
## 194 -0.4823157 0.379728313 -2.775187357 -2.082402216 0.087690570
## 195 -0.9189315 -0.231743478 -8.575786007 -15.240205970 -0.009294407
## 196 -0.6580792 0.391925285 -2.429611817 -1.852190065 0.116098934
## 197 -0.5753832 -0.085084450 -0.297418208 -0.310819761 -0.059995722
## 198 -0.7869623 0.372009009 -1.022208259 -0.896057183 0.089867246
## 199 -0.9731665 0.303019245 0.187840644 0.282636138 0.420618462
## 200 -1.2509048 0.268721761 -3.364414976 -2.454359383 0.037515606
## valNSE vallnNSE valKGE valsmNSE valsmlnNSE valsmKGE
## 1 0.33599753 0.6964969 0.29607575 -6.14490357 -5.16929298 -0.1876111290
## 2 0.49906205 0.8270752 0.47444196 -0.58086044 -0.63494657 -0.0651411317
## 3 0.44622783 0.7733069 0.37489393 -2.49987133 -2.83911042 -0.5791179352
## 4 0.63709515 0.8699585 0.62953954 -2.24110652 -2.11212040 -0.5763926766
## 5 0.51431989 0.8320725 0.44440948 -0.09312402 -0.06110210 -0.1214454360
## 6 0.54486358 0.8467880 0.55351197 -0.85296182 -0.88332797 -0.4439534926
## 7 0.60441826 0.8663462 0.58844618 0.12889559 0.13185310 0.2058189730
## 8 0.64977041 0.8594037 0.67750607 -2.76016892 -3.42906457 -0.0304073356
## 9 0.65090634 0.8788414 0.61853052 -2.73965573 -3.17685709 -0.4371342070
## 10 0.56399527 0.8441908 0.59536855 -0.88188148 -0.91189944 -0.2881119526
## 11 0.68027598 0.8228903 0.84184780 -5.66152603 -8.18079374 -0.5517102316
## 12 0.56941669 0.8556326 0.53439374 -10.19000317 -7.98840026 -0.0775617112
## 13 0.27576798 0.6244103 0.24883276 0.17871016 0.14505305 0.1133690973
## 14 0.21321648 0.5150002 0.15998326 -3.49721392 -4.40639695 0.4398906157
## 15 0.43695108 0.7725876 0.49499713 -0.83235403 -0.85837526 -0.1187125873
## 16 0.64040461 0.7418087 0.77770290 -26.94807813 -57.53613261 -0.3526577440
## 17 0.60313566 0.7376716 0.76257388 -31.14171338 -72.81321110 -0.4079508357
## 18 0.40992745 0.6823517 0.30519860 -2.25592725 -2.75349855 0.4949900724
## 19 -1.68973747 0.2494422 -0.08458647 -51.35076879 -178.74265652 -0.8721459051
## 20 0.49996336 0.7412946 0.40910391 -16.77450333 -28.70823926 0.2324854706
## 21 0.46978491 0.7510392 0.37222192 0.28876657 0.29532666 0.2878496825
## 22 0.60762809 0.8576715 0.65524657 -2.14142265 -2.02478619 -0.4303353564
## 23 -0.73669180 0.4707516 0.18013121 -30.60068331 -72.94405491 -0.7546812129
## 24 0.70835703 0.8155592 0.82449874 -6.15921617 -8.48622533 -0.3959943083
## 25 0.59278390 0.8502818 0.62547501 -5.50637866 -7.23517467 0.1519220412
## 26 0.41064012 0.6935592 0.31566930 -2.27837688 -2.73269322 0.4257377912
## 27 -0.39158531 0.4170709 0.27898797 -20.08712782 -42.12599053 -0.6578993583
## 28 0.45858081 0.7660547 0.36466751 -8.79430447 -12.77850118 0.3755257530
## 29 0.45979900 0.7616886 0.37668836 -1.15867051 -1.15578454 0.0580488868
## 30 0.40141811 0.7444034 0.33738989 -11.16461566 -16.93219397 0.2514887718
## 31 0.66023099 0.7754637 0.83013947 -4.95391864 -4.65654846 -0.5144515915
## 32 0.69160976 0.8198331 0.84507784 -8.38478831 -12.34563904 -0.4164285072
## 33 0.31386712 0.6437157 0.26000726 -6.37168205 -8.66387482 0.3688520150
## 34 0.43085644 0.7557738 0.34447696 -0.66891034 -0.74069097 0.4926764462
## 35 0.71164181 0.8270909 0.82840084 -1.77904217 -2.11206515 -0.4789924364
## 36 0.47854175 0.8039948 0.41917973 -10.47298437 -8.17026382 -0.0309725335
## 37 0.60199199 0.8579352 0.63058169 -1.31159336 -1.30210561 -0.3324396305
## 38 0.63243900 0.8668455 0.63665272 -0.39524756 -0.42748651 -0.5879956908
## 39 0.41081939 0.7513326 0.36748339 -1.07730707 -1.23689761 0.5081159201
## 40 0.60723112 0.8725738 0.57729959 -9.88477932 -7.81180414 -0.5229823983
## 41 0.69345605 0.8134253 0.84705118 -29.93936237 -66.51769564 -0.6652134894
## 42 0.56794571 0.8654818 0.54038690 -3.14015153 -2.85708608 -0.5754305047
## 43 0.52089553 0.8365606 0.46850900 -0.23500198 -0.23309825 -0.5903880424
## 44 0.69825107 0.8084550 0.84127172 -12.43225707 -20.30489965 -0.5500511510
## 45 0.02703847 0.4749505 0.56220061 -47.10938138 -151.53917137 -0.5916292189
## 46 0.47503048 0.7994709 0.39564954 -1.79780094 -1.96102143 -0.4820131339
## 47 0.67475846 0.8555092 0.75505278 -5.06795498 -4.36268656 -0.5092523232
## 48 0.45108783 0.7433547 0.35448726 -2.03262771 -2.25292575 -0.0507434379
## 49 0.54070205 0.8454398 0.49489666 -7.11052328 -9.84836388 0.3346130245
## 50 0.63979060 0.8725043 0.61629294 -7.04070622 -9.50151750 -0.4334963659
## 51 0.48272936 0.8131733 0.41743551 -0.26515596 -0.30829551 -0.5321578783
## 52 0.52853231 0.8357372 0.48332460 -2.43235349 -2.87556806 0.1895082338
## 53 0.29579628 0.6298299 0.23737332 0.23468889 0.24123987 0.1977016804
## 54 0.61546366 0.8718109 0.61843890 -0.55154781 -0.58899517 -0.5805921692
## 55 0.54287219 0.8533810 0.51439334 -2.16579425 -2.04805932 -0.5312051915
## 56 0.29818726 0.6306787 0.23647722 -4.49797260 -5.64255243 0.1399117671
## 57 0.53461510 0.8424018 0.54459679 -10.98698841 -8.55324316 -0.5948910419
## 58 0.21196077 0.4978826 0.15588456 -6.70079966 -9.30369072 0.4253428625
## 59 0.47040087 0.7215359 0.36726075 -3.42072053 -4.16414322 0.2238534295
## 60 0.64965452 0.7571479 0.80420412 -47.76937805 -149.13578365 -0.5287378079
## 61 0.42094765 0.7350286 0.32824985 -0.49559019 -0.50354978 0.2697039173
## 62 0.44989957 0.7666505 0.36822115 -0.80057532 -0.80223486 0.0156448762
## 63 -2.80832665 -0.1455225 -0.33572220 -63.35067771 -296.51813060 -0.9207422077
## 64 0.40134410 0.7079786 0.30966254 -5.30111424 -6.87596028 0.2068705832
## 65 0.51046186 0.8087157 0.42282984 0.11628524 0.14346542 0.4036722770
## 66 0.44829467 0.7963818 0.45974842 -7.36467466 -6.06008374 -0.5084852685
## 67 0.54450380 0.8559572 0.51621591 -0.26277438 -0.29369147 -0.5955929178
## 68 0.34757355 0.6908272 0.28068824 -1.32572672 -1.54781363 0.5022235061
## 69 0.32630281 0.6464356 0.28570316 -7.11203637 -9.98841214 0.4360053571
## 70 0.64165122 0.8119142 0.77472306 -0.98344541 -1.04559662 -0.2837902680
## 71 0.51936736 0.7992320 0.42485410 0.07882414 0.06009418 -0.0100439816
## 72 0.46004516 0.7128852 0.35417171 -0.99070805 -0.99675100 0.1553337524
## 73 0.57597031 0.8582233 0.54171857 -9.24562659 -13.47385729 0.3099057691
## 74 0.44990582 0.7727902 0.48991841 0.13444236 0.10071298 0.1307583201
## 75 0.58308665 0.8701852 0.55530237 -6.98535930 -5.78181651 -0.3386217050
## 76 0.49739745 0.7649831 0.39324387 0.09896965 0.12361457 0.2070156421
## 77 0.67537466 0.7813545 0.83673223 -3.41500049 -3.19958327 -0.4774035554
## 78 0.35063087 0.6951441 0.28966071 0.46786486 0.43924140 0.4730343970
## 79 0.68040465 0.7960317 0.83456042 -3.89805082 -3.49258308 -0.4780728375
## 80 0.25008348 0.5512837 0.18801323 -10.50905824 -16.02648589 0.4131965786
## 81 0.56165746 0.8194439 0.67901420 -14.43354821 -9.96115185 0.2284642218
## 82 0.69317335 0.8496132 0.76887991 -0.61267604 -0.64606971 -0.5600947153
## 83 0.26221715 0.5165934 0.19225925 0.34395054 0.38009746 0.5255595888
## 84 0.43014039 0.7626960 0.35444979 0.07422945 0.09517488 0.1446332484
## 85 0.45482867 0.7590788 0.36258178 -0.07990909 -0.11786454 -0.0467138492
## 86 0.50536224 0.7864648 0.41615587 -1.35998522 -1.33182546 0.0683587111
## 87 0.70062798 0.8646639 0.74982958 -9.60881993 -14.06197340 -0.4222579759
## 88 0.68529609 0.8544410 0.76450384 -0.69042466 -0.73412541 -0.5544569026
## 89 -1.25863708 0.1304393 0.05619101 -63.36396548 -304.17250877 -0.7615852394
## 90 0.56145530 0.8555476 0.51619367 -0.71954986 -0.80777667 0.5088197214
## 91 0.46670311 0.8038359 0.39842214 0.02690245 0.03944271 -0.1429863962
## 92 0.54607856 0.8549188 0.50540634 -2.60071671 -2.41488652 -0.5851950108
## 93 0.66140441 0.8684516 0.70013286 -1.77620709 -1.74683967 -0.4805138413
## 94 0.51743600 0.7223894 0.72168224 -36.21012448 -93.03310117 -0.4452466387
## 95 0.31025031 0.6761773 0.28046928 -0.18200828 -0.13963612 0.0140875300
## 96 0.37937360 0.7399516 0.32919143 -0.97622761 -1.03558599 0.1299418542
## 97 0.51655129 0.8366199 0.48234627 -0.19405152 -0.22615279 -0.6077201494
## 98 0.58731402 0.8577758 0.50765226 -5.01211008 -4.32197124 -0.3138098590
## 99 0.45552461 0.7666247 0.38173352 -0.79550301 -0.81331193 -0.0504753209
## 100 0.52742928 0.8302085 0.45972904 0.56387357 0.56217677 0.4929478392
## 101 0.43927052 0.7476638 0.35566797 -2.58131659 -2.35846495 0.1176220971
## 102 0.48778870 0.7759193 0.38826380 -6.47760752 -8.85156281 0.3060603775
## 103 0.43824537 0.7721623 0.37089987 -2.58214852 -2.26590824 0.5463480276
## 104 0.28249728 0.5802006 0.21388930 -4.31986965 -5.62745644 0.4743049650
## 105 0.62408339 0.8458694 0.51543994 -13.12356937 -20.59496415 0.0357936817
## 106 0.68164668 0.8753145 0.70785802 -4.51091863 -5.91215466 -0.0511474046
## 107 0.68010146 0.7636370 0.84068839 -5.85303925 -8.29302170 -0.5575363368
## 108 0.34440110 0.7090345 0.32701069 -0.34691835 -0.40812890 0.1602183768
## 109 0.37300043 0.7224961 0.31760284 -0.36708460 -0.41335964 0.0147581267
## 110 0.38534897 0.7232517 0.31408101 -3.99377361 -4.87059224 -0.0012212658
## 111 0.70507271 0.8495278 0.82272867 -3.07227654 -3.96988987 -0.4643669261
## 112 0.48548749 0.8225425 0.46250852 -0.65960202 -0.69933456 -0.5385841296
## 113 0.50034258 0.8327695 0.47827970 -0.23555643 -0.21449175 -0.5838085394
## 114 0.62445410 0.8516464 0.69074708 -4.14206411 -3.65514241 -0.4721907110
## 115 0.69573843 0.8600572 0.77048004 -10.21938509 -15.73923672 -0.5240217739
## 116 0.56386193 0.8479787 0.51968503 -14.24919950 -10.64906983 -0.3212426031
## 117 0.46598226 0.7807414 0.38561546 -0.40759157 -0.41656950 0.3645020284
## 118 0.47475941 0.7990067 0.40486268 -0.26791256 -0.24642792 -0.1531463023
## 119 0.67267824 0.7945565 0.80925253 -1.89834782 -2.21860658 -0.5067346157
## 120 0.50784526 0.8024857 0.41194693 -7.23419725 -10.07371524 0.3505629286
## 121 0.43251102 0.7715793 0.37922120 -0.94477694 -0.96799009 -0.0424069996
## 122 0.48202119 0.7895375 0.39775343 -0.03825432 -0.07720473 0.0271002048
## 123 0.69340675 0.8048466 0.84488040 -19.33657720 -35.19064781 -0.5575821024
## 124 0.62566747 0.8029837 0.81563690 -24.37697000 -50.31766561 -0.6344346453
## 125 0.63729526 0.8601018 0.68149712 -6.11545728 -8.02607080 -0.3973202796
## 126 -0.19660326 0.3740114 0.47368918 -41.45445495 -121.65171772 -0.6057311514
## 127 0.19835865 0.5621502 0.51855613 -9.91829744 -18.39162910 -0.6515458178
## 128 0.37029329 0.7313408 0.32663891 -3.11928145 -2.83422984 -0.1827074767
## 129 0.24334136 0.5343802 0.18129425 -5.68093347 -7.61636419 0.3912885606
## 130 0.61874907 0.8759942 0.58782524 -0.18807516 -0.25667345 0.1449518472
## 131 0.56243454 0.8595950 0.56091160 -1.75016965 -1.69052907 -0.5923686343
## 132 0.58372692 0.8584120 0.54723088 -0.98150582 -1.00497828 -0.5803226042
## 133 0.42173569 0.7383862 0.34173021 -0.14882502 -0.19069406 -0.0832718232
## 134 0.44827667 0.6997275 0.42160331 -3.57950494 -4.44583254 0.3101782209
## 135 0.26078996 0.5615839 0.20133654 0.12742041 0.10105222 0.6050479526
## 136 0.39300391 0.6827430 0.29709603 -0.56305601 -0.62673784 0.5179681206
## 137 0.25119453 0.5703074 0.19487905 -1.00425171 -1.12117585 0.4583829595
## 138 0.53365076 0.8408751 0.46384720 -12.52275031 -9.55512878 -0.5316737005
## 139 0.68586632 0.8542847 0.73619770 -6.41537688 -8.58604267 -0.1017577887
## 140 0.27423818 0.5455953 0.19840702 0.40580086 0.40092557 0.3402332831
## 141 0.70835268 0.8331826 0.84185837 -1.99928329 -2.08975453 -0.4897131916
## 142 0.45974712 0.7906588 0.43442916 -1.64604919 -1.58369064 0.0140888648
## 143 0.31650540 0.6398012 0.24762944 0.33375531 0.31781114 0.2532228771
## 144 -1.08126997 0.3218616 0.09349804 -63.87267374 -292.21524067 -0.8429177176
## 145 0.41125128 0.7617861 0.38012289 -8.28149939 -11.77159204 0.2903430162
## 146 0.61982825 0.8742386 0.61250695 -4.73063903 -5.94299785 -0.5898049596
## 147 0.37740711 0.7049593 0.31053395 -0.15607235 -0.19870157 -0.0536589408
## 148 0.59804936 0.8657390 0.59303396 0.08972373 0.03287229 0.1353099301
## 149 0.31029177 0.6185004 0.23977159 -2.00505178 -1.86865052 0.3638946915
## 150 0.57100854 0.8222697 0.61522164 -2.47490832 -2.95533546 0.3592018749
## 151 0.34956781 0.5749430 0.24843864 -7.79865061 -11.12788174 0.4222589145
## 152 0.53304313 0.7415444 0.41605874 0.09670405 0.12478275 0.4888182032
## 153 0.66422244 0.8789506 0.69057640 -14.70035751 -23.96149595 0.0389383149
## 154 0.40882113 0.7104966 0.32192620 -0.10743586 -0.06643579 0.1424264580
## 155 0.32271066 0.6717320 0.34656150 -0.79686073 -0.80150196 0.0688823452
## 156 0.57369711 0.8477517 0.57946543 -2.06182276 -2.43298981 0.2538702528
## 157 0.61044525 0.8440423 0.57978265 -2.87627669 -3.39246892 -0.4649943505
## 158 0.58910486 0.8687126 0.52047966 -0.22301291 -0.22201906 -0.5964843035
## 159 0.60821400 0.8667361 0.53994887 -5.10328816 -6.60095023 0.0479970970
## 160 0.44810271 0.7694125 0.35811971 -9.37931059 -13.55817026 0.1878398132
## 161 0.21564708 0.5745784 0.19404039 -0.83797324 -0.86273635 0.1224011678
## 162 0.54767039 0.8317857 0.46391444 -2.50975067 -2.32913048 0.0519173507
## 163 0.64605843 0.8804019 0.59014420 -1.13666499 -1.20963417 -0.5250896453
## 164 0.69196948 0.8362783 0.79581583 -0.86349959 -0.92814047 -0.5121630261
## 165 0.26666998 0.6142319 0.24258691 0.38296187 0.34867255 0.3228664548
## 166 0.68621465 0.8629598 0.76324308 -1.28411778 -1.28756238 -0.4126858173
## 167 0.65976966 0.8300464 0.76473488 -0.73256289 -0.81678090 -0.3510415419
## 168 0.50478988 0.7920743 0.49976283 0.19857907 0.21170013 0.1328776701
## 169 0.44475897 0.7874451 0.39355541 -11.72935783 -9.02540522 -0.1325772057
## 170 0.70026271 0.7976615 0.84951001 -20.71918813 -39.67720405 -0.4066927513
## 171 0.47730598 0.7737762 0.38009303 -7.87146819 -11.18462000 0.3870877342
## 172 0.35070769 0.6853391 0.27979667 -0.53778802 -0.51101165 0.0329233046
## 173 0.62569844 0.8786911 0.57268000 -3.78563897 -3.37025516 -0.4472399785
## 174 0.49422126 0.8307650 0.46496753 -0.23033220 -0.20360956 -0.5449822562
## 175 0.48041121 0.7686966 0.38453283 -0.17197137 -0.12711451 0.0522777113
## 176 0.68203752 0.8402152 0.84206450 -10.08418020 -15.54276421 -0.3618842546
## 177 0.39165969 0.7493779 0.37208098 -0.96547900 -0.99137331 -0.1170352676
## 178 0.47261225 0.8097011 0.44528986 0.22429440 0.17517585 0.2204771330
## 179 0.70188725 0.8768885 0.76868774 -8.08506291 -11.36467120 0.1499902567
## 180 0.64264906 0.8650660 0.64738978 -0.08653569 -0.09445144 -0.2989252869
## 181 0.41223944 0.7719676 0.38426207 -3.54650059 -3.18324388 -0.4327918383
## 182 0.41536338 0.7755111 0.38075546 -0.00433071 -0.02598395 -0.2574205355
## 183 0.60775518 0.8591935 0.65776667 -11.55701845 -8.92831928 -0.5775319717
## 184 0.67699604 0.8810808 0.69860881 -0.91921757 -0.95231212 -0.5190489737
## 185 0.60317194 0.6626388 0.76613701 -16.86730181 -30.34140371 -0.6383693575
## 186 0.45250244 0.7631440 0.36535228 -1.42070743 -1.38173865 0.2880848437
## 187 0.45450246 0.8063803 0.43480475 -0.03685553 -0.04568364 -0.5389412725
## 188 0.39726540 0.7310432 0.31986470 -2.61267696 -2.41025833 0.0835610751
## 189 0.52925016 0.8247768 0.48532417 -8.57476935 -12.15406260 0.0896993281
## 190 0.69554544 0.8049059 0.84743613 -8.19972789 -12.43656270 -0.5725769151
## 191 0.58446084 0.8425884 0.49590067 -1.80042358 -2.08754165 0.3136190550
## 192 0.58104919 0.8153225 0.47378365 -11.18291200 -16.92290629 0.2316625397
## 193 0.70167126 0.8286164 0.83059776 -1.69145564 -2.04341799 -0.4885369605
## 194 0.46934946 0.8174431 0.43563416 -2.56652102 -2.37831630 -0.1613631433
## 195 0.55337682 0.7854664 0.73822107 -32.71029896 -79.20824709 -0.3787343487
## 196 0.38764878 0.7443850 0.33649194 -2.16268882 -2.03528185 0.0381127237
## 197 0.70330246 0.8350820 0.82138924 -4.88150813 -6.53341201 -0.5003269764
## 198 0.42069411 0.7686935 0.36639373 -0.37356826 -0.42036780 -0.0016750433
## 199 0.31190828 0.6563450 0.27069270 -2.92552210 -3.64258425 0.4899864351
## 200 0.48870631 0.7973577 0.41005277 -3.38582765 -3.03837506 0.0001488719ssurgodist$treatment<- 'SSURGO'
dsmdist$treatment<- 'RSS'
staticdist$treatment<- 'Static'
combineddist<- rbind(ssurgodist, dsmdist, staticdist)
ggplot(combineddist, aes(calsmKGE, fill = treatment))+ geom_density(alpha=0.3)
ggplot(combineddist, aes(calKGE, fill = treatment))+ geom_density(alpha=0.3)
smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")
KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)
ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")
smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")
KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)
ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")
text <- "Coweeta Watershed 32 Calibration Performance"
# Create a text grob
tgrob <- text_grob(text,size = 16)
# Draw the text
plot_0 <- as_ggplot(tgrob) + theme(plot.margin = margin(0,3,0,12, "cm"))
ggarrange(plot_0,NULL,smKGEplot,KGEplot,
ncol = 2,nrow = 2,heights = c(1,5), common.legend = TRUE, legend = "none")
smKGEviolinplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")
KGEviolinplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)
ggarrange(smKGEviolinplot,KGEviolinplot, common.legend = TRUE, legend = "top")
library(multcompView)
library(datasets)
oneway.test(valsmKGE~treatment, data= combineddist, var.equal = TRUE)##
## One-way analysis of means
##
## data: valsmKGE and treatment
## F = 30.257, num df = 2, denom df = 597, p-value = 0.0000000000003045anova<- aov(valsmKGE~treatment, data = combineddist)
summary(anova)## Df Sum Sq Mean Sq F value Pr(>F)
## treatment 2 7.11 3.553 30.26 0.000000000000305 ***
## Residuals 597 70.09 0.117
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1tukey <- TukeyHSD(anova)
print(tukey)## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = valsmKGE ~ treatment, data = combineddist)
##
## $treatment
## diff lwr upr p adj
## SSURGO-RSS -0.01362556 -0.09413429 0.06688316 0.9165516
## Static-RSS -0.23735275 -0.31786147 -0.15684403 0.0000000
## Static-SSURGO -0.22372718 -0.30423591 -0.14321846 0.0000000cld <- multcompLetters4(anova,tukey)
print(cld)## $treatment
## RSS SSURGO Static
## "a" "a" "b"Run top n model runs for validation
50/50 weighting
validation will only run 2 years before prediction time period
combineddist## m k soil_dep m_v k_v gw1 gw2
## 1 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 2 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 3 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 4 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 5 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 6 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 7 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 8 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 9 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 10 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 11 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 12 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 13 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 14 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 15 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 16 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 17 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 18 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 19 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 20 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 21 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 22 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 23 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 24 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 25 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 26 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 27 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 28 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 29 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 30 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 31 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 32 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 33 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 34 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 35 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 36 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 37 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 38 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 39 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 40 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 41 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 42 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 43 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 44 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 45 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 46 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 47 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 48 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 49 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 50 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 51 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 52 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 53 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 54 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 55 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 56 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 57 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 58 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 59 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 60 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 61 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 62 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 63 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## 64 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 65 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 66 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 67 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 68 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 69 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 70 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 71 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 72 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 73 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 74 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 75 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 76 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 77 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 78 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 79 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 80 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 81 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 82 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 83 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 84 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 85 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 86 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 87 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 88 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 89 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 90 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 91 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 92 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 93 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 94 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 95 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 96 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 97 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 98 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 99 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 100 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 101 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 102 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 103 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 104 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 105 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 106 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 107 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 108 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 109 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 110 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 111 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 112 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 113 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 114 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 115 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 116 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 117 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 118 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 119 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 120 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 121 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 122 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 123 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 124 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 125 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 126 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 127 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 128 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 129 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 130 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 131 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 132 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 133 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 134 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 135 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 136 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 137 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 138 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 139 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 140 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 141 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 142 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 143 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 144 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 145 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 146 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 147 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 148 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 149 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 150 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 151 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 152 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 153 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 154 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 155 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 156 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 157 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 158 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 159 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 160 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 161 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 162 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 163 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 164 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 165 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 166 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 167 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 168 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 169 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 170 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 171 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 172 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 173 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 174 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 175 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 176 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 177 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 178 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 179 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 180 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 181 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 182 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 183 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 184 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 185 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 186 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 187 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 188 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 189 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 190 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 191 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 192 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 193 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 194 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 195 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 196 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 197 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 198 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 199 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 200 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## 1100 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 210 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 310 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 410 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 510 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 610 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 710 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 810 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 910 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 1010 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 1110 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 1210 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 1310 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 1410 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 1510 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 1610 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 1710 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 1810 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 1910 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 201 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 211 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 221 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 231 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 241 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 251 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 261 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 271 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 281 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 291 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 301 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 311 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 321 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 331 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 341 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 351 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 361 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 371 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 381 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 391 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 401 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 411 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 421 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 431 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 441 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 451 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 461 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 471 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 481 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 491 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 501 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 511 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 521 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 531 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 541 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 551 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 561 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 571 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 581 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 591 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 601 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 611 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 621 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 631 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## 641 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 651 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 661 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 671 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 681 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 691 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 701 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 711 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 721 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 731 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 741 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 751 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 761 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 771 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 781 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 791 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 801 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 811 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 821 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 831 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 841 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 851 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 861 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 871 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 881 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 891 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 901 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 911 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 921 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 931 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 941 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 951 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 961 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 971 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 981 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 991 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 1001 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 1011 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 1021 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 1031 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 1041 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 1051 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 1061 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 1071 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 1081 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 1091 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 1101 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 1111 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 1121 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 1131 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 1141 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 1151 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 1161 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 1171 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 1181 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 1191 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 1201 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 1211 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 1221 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 1231 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 1241 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 1251 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 1261 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 1271 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 1281 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 1291 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 1301 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 1311 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 1321 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 1331 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1341 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 1351 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 1361 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 1371 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1381 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 1391 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 1401 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 1411 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 1421 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 1431 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 1441 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 1451 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 1461 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 1471 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 1481 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 1491 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 1501 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 1511 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 1521 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 1531 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 1541 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 1551 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 1561 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 1571 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 1581 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 1591 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 1601 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 1611 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 1621 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 1631 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 1641 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 1651 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 1661 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 1671 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 1681 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 1691 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 1701 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 1711 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 1721 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 1731 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 1741 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 1751 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 1761 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 1771 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 1781 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 1791 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 1801 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 1811 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 1821 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 1831 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 1841 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 1851 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1861 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 1871 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 1881 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 1891 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 1901 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 1911 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 1921 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 1931 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 1941 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 1951 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 1961 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 1971 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 1981 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 1991 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 2001 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## 1102 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 212 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 312 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 412 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 512 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 612 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 712 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 812 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 912 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 1012 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 1112 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 1212 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 1312 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 1412 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 1512 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 1612 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 1712 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 1812 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 1912 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 202 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 213 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 222 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 232 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 242 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 252 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 262 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 272 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 282 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 292 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 302 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 313 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 322 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 332 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 342 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 352 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 362 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 372 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 382 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 392 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 402 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 413 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 422 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 432 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 442 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 452 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 462 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 472 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 482 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 492 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 502 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 513 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 522 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 532 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 542 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 552 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 562 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 572 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 582 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 592 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 602 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 613 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 622 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 632 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## 642 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 652 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 662 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 672 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 682 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 692 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 702 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 713 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 722 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 732 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 742 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 752 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 762 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 772 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 782 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 792 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 802 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 813 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 822 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 832 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 842 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 852 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 862 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 872 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 882 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 892 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 902 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 913 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 922 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 932 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 942 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 952 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 962 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 972 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 982 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 992 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 1002 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 1013 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 1022 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 1032 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 1042 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 1052 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 1062 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 1072 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 1082 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 1092 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 1103 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 1113 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 1122 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 1132 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 1142 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 1152 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 1162 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 1172 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 1182 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 1192 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 1202 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 1213 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 1222 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 1232 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 1242 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 1252 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 1262 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 1272 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 1282 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 1292 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 1302 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 1313 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 1322 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 1332 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1342 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 1352 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 1362 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 1372 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1382 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 1392 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 1402 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 1413 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 1422 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 1432 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 1442 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 1452 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 1462 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 1472 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 1482 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 1492 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 1502 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 1513 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 1522 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 1532 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 1542 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 1552 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 1562 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 1572 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 1582 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 1592 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 1602 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 1613 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 1622 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 1632 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 1642 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 1652 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 1662 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 1672 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 1682 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 1692 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 1702 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 1713 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 1722 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 1732 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 1742 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 1752 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 1762 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 1772 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 1782 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 1792 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 1802 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 1813 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 1822 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 1832 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 1842 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 1852 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1862 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 1872 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 1882 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 1892 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 1902 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 1913 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 1922 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 1932 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 1942 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 1952 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 1962 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 1972 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 1982 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 1992 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 2002 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 1 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.27659278
## 2 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.37900232
## 3 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.32469618
## 4 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.52747866
## 5 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.41789558
## 6 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.44423051
## 7 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.55787028
## 8 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.52632625
## 9 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.53682259
## 10 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.49530131
## 11 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.42257984
## 12 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.36172919
## 13 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.22811787
## 14 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.23336525
## 15 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.44804091
## 16 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.44620516
## 17 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.44429363
## 18 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.27462466
## 19 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -0.20304711
## 20 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.47506333
## 21 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.38407661
## 22 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.44528875
## 23 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 -0.01641226
## 24 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.56077677
## 25 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.47569276
## 26 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.35579934
## 27 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 0.13610107
## 28 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.42184799
## 29 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.31648379
## 30 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.40479927
## 31 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.46492209
## 32 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.44364513
## 33 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.30104045
## 34 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.37956358
## 35 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.49596365
## 36 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.39981171
## 37 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.49478130
## 38 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.51529461
## 39 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.43697817
## 40 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.48867970
## 41 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.46863266
## 42 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.45911103
## 43 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.41566457
## 44 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.52724697
## 45 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 0.44387578
## 46 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.37291667
## 47 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.42506249
## 48 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.32151937
## 49 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.52816469
## 50 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.50828448
## 51 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.35776958
## 52 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.49008316
## 53 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.22999445
## 54 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.51005540
## 55 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.44520786
## 56 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.25539903
## 57 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.43075195
## 58 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 0.04847513
## 59 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.37171639
## 60 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.43601807
## 61 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.37140232
## 62 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.37556835
## 63 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -0.31286475
## 64 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.32589918
## 65 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.42286972
## 66 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.38580004
## 67 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.42501083
## 68 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.31842348
## 69 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.38228274
## 70 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.44687199
## 71 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.40100664
## 72 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.32086858
## 73 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.54520740
## 74 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.42480613
## 75 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.44598870
## 76 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.40020408
## 77 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.50701680
## 78 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.36783123
## 79 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.49696170
## 80 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.23180778
## 81 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.41629763
## 82 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.48980388
## 83 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.25766584
## 84 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.38868504
## 85 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.34866263
## 86 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.39561343
## 87 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.54221750
## 88 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.50021984
## 89 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 0.01865329
## 90 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.49847249
## 91 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.36294931
## 92 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.46311527
## 93 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.53743477
## 94 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.47442092
## 95 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.26604862
## 96 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.34212357
## 97 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.36382458
## 98 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.45300936
## 99 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.34792359
## 100 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.48165647
## 101 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.28279733
## 102 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 0.26896247
## 103 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.42589266
## 104 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.28720549
## 105 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.45292449
## 106 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.55503612
## 107 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.45898291
## 108 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.33479321
## 109 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.25865394
## 110 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.32269313
## 111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.45817441
## 112 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.36794258
## 113 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.42954370
## 114 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.49330222
## 115 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.51208838
## 116 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.46082416
## 117 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.36520994
## 118 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.35849084
## 119 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.48930889
## 120 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.42240309
## 121 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.33441626
## 122 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.38105110
## 123 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.48313214
## 124 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.54564667
## 125 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.52815396
## 126 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 0.34117990
## 127 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.32000691
## 128 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.28102578
## 129 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.23242151
## 130 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.52280732
## 131 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.41967971
## 132 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.47357019
## 133 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.27370813
## 134 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.45858413
## 135 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.27371620
## 136 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.36362158
## 137 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.24452003
## 138 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.35638967
## 139 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.48254757
## 140 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.23586416
## 141 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.46337706
## 142 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.32120212
## 143 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.25817222
## 144 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.07464610
## 145 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.40030139
## 146 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.45404984
## 147 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.23329994
## 148 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.49133822
## 149 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.30758704
## 150 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.40867869
## 151 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.27697087
## 152 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.41853087
## 153 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.49838884
## 154 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.31451495
## 155 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 0.34806716
## 156 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.50436752
## 157 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.49960285
## 158 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.45129215
## 159 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.54263678
## 160 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.37955227
## 161 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 -0.38886967
## 162 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.42580686
## 163 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.47875975
## 164 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.51649313
## 165 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.28833471
## 166 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.43201796
## 167 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.54054856
## 168 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 0.29259740
## 169 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.32544602
## 170 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.52093392
## 171 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.39102393
## 172 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.26401459
## 173 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.45092074
## 174 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.41568478
## 175 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.31847741
## 176 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.42467591
## 177 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.31492925
## 178 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.44297805
## 179 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.48608323
## 180 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.50589315
## 181 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.31629886
## 182 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.35790709
## 183 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.44522010
## 184 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.49908975
## 185 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.40065771
## 186 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.35677963
## 187 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.39279759
## 188 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.33228670
## 189 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.49793013
## 190 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.49110863
## 191 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.44438517
## 192 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.42669828
## 193 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.53664939
## 194 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.40093776
## 195 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.39984438
## 196 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.33331792
## 197 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.52082947
## 198 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.32638572
## 199 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.34958516
## 200 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.33704815
## 1100 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.38486881
## 210 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.44884338
## 310 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.40008723
## 410 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.59024644
## 510 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.48164652
## 610 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.51460457
## 710 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.61395346
## 810 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.53098556
## 910 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.58216112
## 1010 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.57375017
## 1110 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.41262026
## 1210 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.43161019
## 1310 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.30654345
## 1410 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.30606989
## 1510 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.44459294
## 1610 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.47705051
## 1710 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.46413385
## 1810 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.24107965
## 1910 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -0.05402174
## 201 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.53597776
## 211 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.42719438
## 221 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.51908500
## 231 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 0.02907731
## 241 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.61786487
## 251 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.53962151
## 261 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.39844081
## 271 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 0.16205412
## 281 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.48271906
## 291 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.36364488
## 301 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.47949402
## 311 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.48254570
## 321 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.46600115
## 331 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.36874797
## 341 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.44247451
## 351 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.52729944
## 361 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.38620052
## 371 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.55578166
## 381 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.56822995
## 391 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.41549323
## 401 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.55394753
## 411 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.48423515
## 421 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.52708593
## 431 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.49108845
## 441 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.54798848
## 451 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 0.39943284
## 461 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.42451987
## 471 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.47090193
## 481 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.37488887
## 491 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.59086766
## 501 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.53999410
## 511 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.42654891
## 521 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.55808510
## 531 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.29520514
## 541 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.57671559
## 551 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.51371656
## 561 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.31530988
## 571 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.50000380
## 581 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 -0.28403567
## 591 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.40898306
## 601 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.44020158
## 611 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.42585949
## 621 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.42986024
## 631 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -0.07397819
## 641 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.38542603
## 651 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.48720177
## 661 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.47156471
## 671 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.49514451
## 681 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.38463882
## 691 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.37193128
## 701 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.51670314
## 711 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.44218820
## 721 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.36513216
## 731 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.59782640
## 741 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.13967238
## 751 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.51660183
## 761 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.43859664
## 771 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.54357620
## 781 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.46073430
## 791 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.54648472
## 801 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.27128908
## 811 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.48251249
## 821 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.54037250
## 831 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.32551010
## 841 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.45375688
## 851 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.42569839
## 861 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.45171040
## 871 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.58523812
## 881 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.56067161
## 891 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 0.14566816
## 901 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.57586983
## 911 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.43275331
## 921 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.53645552
## 931 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.55063752
## 941 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.44853572
## 951 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.36637332
## 961 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.41444790
## 971 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.44960853
## 981 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.50432576
## 991 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.41890652
## 1001 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.54396962
## 1011 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.35880001
## 1021 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 -0.02655148
## 1031 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.51539719
## 1041 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.35519316
## 1051 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.48898880
## 1061 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.57474075
## 1071 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.48697203
## 1081 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.40652056
## 1091 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.33302520
## 1101 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.39500227
## 1111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.48744415
## 1121 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.44010596
## 1131 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.50971561
## 1141 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.56652684
## 1151 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.51644820
## 1161 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.52973215
## 1171 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.41974845
## 1181 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.42672652
## 1191 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.54436420
## 1201 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.47381703
## 1211 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.39174770
## 1221 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.43759932
## 1231 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.51384996
## 1241 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.55466379
## 1251 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.59943377
## 1261 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 0.25624230
## 1271 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.31970754
## 1281 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.36950265
## 1291 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.28421261
## 1301 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.58365409
## 1311 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.50286613
## 1321 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.53040868
## 1331 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.34781742
## 1341 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.53184328
## 1351 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.35466205
## 1361 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.43533938
## 1371 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.30546977
## 1381 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.43921597
## 1391 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.52677170
## 1401 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.29719581
## 1411 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.47449767
## 1421 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.40402945
## 1431 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.31498534
## 1441 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.01744736
## 1451 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.46294807
## 1461 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.51847673
## 1471 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.32708639
## 1481 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.55370543
## 1491 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.37172758
## 1501 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.38248660
## 1511 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.32423028
## 1521 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.46568813
## 1531 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.54993950
## 1541 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.35329004
## 1551 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 -0.14854191
## 1561 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.56816491
## 1571 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.50576590
## 1581 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.51286229
## 1591 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.58792384
## 1601 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.42149538
## 1611 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 -0.09977266
## 1621 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.46916459
## 1631 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.52126490
## 1641 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.57576507
## 1651 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.37529134
## 1661 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.48188549
## 1671 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.61737232
## 1681 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 -0.29059784
## 1691 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.41334965
## 1701 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.55440561
## 1711 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.44130269
## 1721 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.35262857
## 1731 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.40459736
## 1741 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.49208331
## 1751 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.38046145
## 1761 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.40358777
## 1771 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.38161694
## 1781 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.51501051
## 1791 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.52737935
## 1801 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.55439654
## 1811 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.40161183
## 1821 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.42871857
## 1831 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.52576806
## 1841 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.54466165
## 1851 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.40583047
## 1861 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.41127939
## 1871 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.47997745
## 1881 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.40296302
## 1891 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.55143144
## 1901 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.51720612
## 1911 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.49463298
## 1921 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.46563418
## 1931 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.59022384
## 1941 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.48941157
## 1951 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.40350741
## 1961 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.40629605
## 1971 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.52587090
## 1981 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.40142709
## 1991 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.42623869
## 2001 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.40270905
## 1102 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.38658640
## 212 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.43745087
## 312 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.42077832
## 412 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.56792335
## 512 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.50355921
## 612 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.50360657
## 712 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.58853996
## 812 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.54311245
## 912 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.55708990
## 1012 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.54312636
## 1112 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.35110117
## 1212 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.43095282
## 1312 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.31495189
## 1412 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.29201691
## 1512 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.51504976
## 1612 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.39149710
## 1712 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.33623052
## 1812 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.38642848
## 1912 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -1.12772878
## 202 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.46679611
## 213 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.43881740
## 222 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.47780604
## 232 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 -0.57361903
## 242 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.53960296
## 252 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.50319592
## 262 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.39006563
## 272 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 -0.25546973
## 282 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.47544677
## 292 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.37688690
## 302 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.46400861
## 313 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.39808639
## 322 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.38823370
## 332 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.35073583
## 342 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.41894776
## 352 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.46374044
## 362 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.40547030
## 372 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.53623323
## 382 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.54674947
## 392 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.47367856
## 402 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.54828012
## 413 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.40914355
## 422 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.51735822
## 432 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.50113467
## 442 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.47458300
## 452 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 -0.15833085
## 462 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.44201137
## 472 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.42678319
## 482 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.39594038
## 492 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.56925830
## 502 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.51429818
## 513 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.43152663
## 522 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.54162727
## 532 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.30450810
## 542 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.55338884
## 552 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.52149878
## 562 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.32353331
## 572 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.49242847
## 582 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 0.26194838
## 592 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.41747576
## 602 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.37283641
## 613 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.42851130
## 622 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.45154690
## 632 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -1.90713474
## 642 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.38249280
## 652 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.47483903
## 662 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.49976833
## 672 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.48631475
## 682 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.36725757
## 692 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.36595511
## 702 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.42637857
## 713 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.46938370
## 722 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.37027879
## 732 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.57685305
## 742 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.43403797
## 752 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.51344963
## 762 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.44140631
## 772 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.47125598
## 782 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.42820353
## 792 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.48309103
## 802 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.26593394
## 813 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.43777155
## 822 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.49238981
## 832 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.29843291
## 842 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.45355581
## 852 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.42334241
## 862 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.46083695
## 872 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.53222712
## 882 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.51604259
## 892 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 -0.97354312
## 902 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.54110312
## 913 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.45255504
## 922 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.52551679
## 932 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.51583805
## 942 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.30531882
## 952 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.38864519
## 962 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.41442451
## 972 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.45073314
## 982 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.51353485
## 992 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.41814231
## 1002 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.52454805
## 1013 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.36126875
## 1022 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 0.42621852
## 1032 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.47687553
## 1042 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.34132195
## 1052 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.47868978
## 1062 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.52777475
## 1072 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.43903739
## 1082 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.41480750
## 1092 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.35935591
## 1103 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.40829127
## 1113 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.43357012
## 1122 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.44302322
## 1132 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.49902751
## 1142 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.51683645
## 1152 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.47571086
## 1162 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.51878374
## 1172 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.40254779
## 1182 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.43608647
## 1192 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.48119062
## 1202 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.45911643
## 1213 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.39453287
## 1222 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.46334335
## 1232 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.43544205
## 1242 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.41011326
## 1252 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.54914289
## 1262 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 -0.51833548
## 1272 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.08633359
## 1282 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.40767450
## 1292 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.27402997
## 1302 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.55869700
## 1313 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.49468157
## 1322 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.51784206
## 1332 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.36348228
## 1342 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.43082447
## 1352 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.33975979
## 1362 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.41852945
## 1372 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.29213356
## 1382 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.45247976
## 1392 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.48093502
## 1402 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.28142280
## 1413 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.41967261
## 1422 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.39185978
## 1432 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.31200670
## 1442 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.88261754
## 1452 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.45508949
## 1462 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.49909179
## 1472 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.33761707
## 1482 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.52041450
## 1492 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.36879673
## 1502 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.41035150
## 1513 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.31071869
## 1522 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.45916297
## 1532 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.51480946
## 1542 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.37301337
## 1552 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 0.41160020
## 1562 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.54113174
## 1572 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.49997127
## 1582 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.51736317
## 1592 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.57185955
## 1602 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.42895914
## 1613 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 0.28678170
## 1622 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.47140865
## 1632 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.50168605
## 1642 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.51542582
## 1652 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.36817767
## 1662 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.45959901
## 1672 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.54595912
## 1682 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 0.45380968
## 1692 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.41656576
## 1702 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.47678652
## 1713 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.42482706
## 1722 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.38585887
## 1732 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.52860074
## 1742 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.49574719
## 1752 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.39686632
## 1762 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.33690734
## 1772 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.37982972
## 1782 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.51629680
## 1792 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.48873031
## 1802 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.52000140
## 1813 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.42071435
## 1822 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.43994833
## 1832 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.49367401
## 1842 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.52001516
## 1852 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.33444192
## 1862 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.39938768
## 1872 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.49064656
## 1882 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.41128252
## 1892 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.53661100
## 1902 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.45255495
## 1913 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.47805441
## 1922 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.45383519
## 1932 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.51914626
## 1942 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.48900351
## 1952 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.28821905
## 1962 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.43540983
## 1972 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.45286264
## 1982 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.42685546
## 1992 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.40438409
## 2002 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.40902709
## lnNSE KGE smNSE smlnNSE smKGE
## 1 0.258891075 0.30171119 -1.861275659 -1.469796221 0.014105434
## 2 0.197714755 0.41331379 -0.093730990 -0.150638655 0.172675430
## 3 0.110128011 0.32837590 -0.868930159 -0.731175780 0.057809200
## 4 0.551581942 0.56714399 -0.767696705 -0.695327924 0.080411375
## 5 0.333050687 0.40951322 0.095122329 0.160915900 0.142668108
## 6 0.407942419 0.49674364 -0.213390141 -0.258734883 0.067292867
## 7 0.551547662 0.61318269 0.234859623 0.174769771 0.348942545
## 8 0.460503128 0.61625095 0.316564992 0.331646921 0.314830785
## 9 0.470920511 0.56813016 -0.385488934 -0.264143339 0.072734606
## 10 0.491664960 0.57877461 -0.617497932 -0.586489960 0.089205023
## 11 0.307613482 0.59733686 -1.408229425 -1.409482673 -0.443490280
## 12 0.155756712 0.41154916 -2.824423096 -2.082593450 0.046330016
## 13 0.012409474 0.26982713 0.259885233 0.202010693 0.224672990
## 14 0.100908353 0.23837890 -0.325722227 -0.199657711 0.347191154
## 15 0.370813816 0.50489324 -0.112540221 -0.147716222 0.191756235
## 16 0.435941473 0.66133074 -5.079604470 -6.852355779 0.049570617
## 17 0.447017730 0.65777962 -5.746880491 -8.219989285 0.051423858
## 18 0.026413995 0.30628341 0.215915249 0.277967312 0.395994348
## 19 0.256371111 0.40490662 -15.704360881 -35.899991124 -0.565109164
## 20 0.429111988 0.46071576 -2.844579942 -3.272624573 0.342311562
## 21 0.297654608 0.35408637 0.410126252 0.402813897 0.341316539
## 22 0.340893336 0.54117914 -1.292830565 -1.097172337 -0.006206468
## 23 0.212588243 0.46651995 -8.834187258 -14.549018874 -0.525770203
## 24 0.540630014 0.69787822 -0.433109127 -0.344702916 -0.015833073
## 25 0.356790575 0.56588980 -0.525566825 -0.403216294 0.226939141
## 26 0.208913400 0.33021510 -0.027511365 0.084174785 0.341820016
## 27 0.199983969 0.53454240 -4.080830659 -5.538076213 -0.352867994
## 28 0.264416168 0.40801597 -1.391446810 -1.360892026 0.338673827
## 29 0.061985406 0.30280185 -0.072144579 -0.117306595 0.167867300
## 30 0.368436503 0.40501281 -2.861055203 -3.226732754 0.275593125
## 31 0.412213234 0.64602670 -2.893670015 -2.168145264 -0.373590972
## 32 0.343085059 0.61790698 -0.939844294 -0.865487079 -0.067704541
## 33 0.082044262 0.32935859 -1.103929795 -1.015149899 0.279142793
## 34 0.316159845 0.36613602 0.438563843 0.464369132 0.413841430
## 35 0.417314226 0.63213856 -0.170989265 -0.190865466 -0.272445919
## 36 0.163615073 0.42928209 -3.743324853 -2.646719703 0.051346594
## 37 0.438416920 0.55408894 -0.299566055 -0.315787790 0.190968622
## 38 0.501844142 0.57944219 -0.071421433 -0.096917462 -0.497682182
## 39 0.346856651 0.45074181 0.395497533 0.424997346 0.397861076
## 40 0.483287436 0.51544568 -3.570950213 -2.556465715 0.012925741
## 41 0.381188047 0.63821955 -7.393372631 -11.017642485 -0.214323606
## 42 0.441258388 0.49507950 -1.438756053 -1.203817093 -0.241571558
## 43 0.353579788 0.43111810 0.153262963 0.135313917 0.055074873
## 44 0.479216378 0.67881025 -1.809548708 -1.894870059 -0.216397470
## 45 0.517871242 0.64067840 -9.408224559 -16.142130144 -0.044684061
## 46 0.242781061 0.34929206 -0.851733663 -0.711889752 0.029682446
## 47 0.281266768 0.54551740 -1.888814423 -1.516342412 -0.283888860
## 48 0.090538934 0.29361097 -1.043140961 -0.909459931 0.091292136
## 49 0.535953146 0.55974251 -1.343664470 -1.294102458 0.316897322
## 50 0.359573745 0.54112305 -1.057383002 -0.931239908 0.126292628
## 51 0.192120238 0.36014651 0.056599930 0.031211061 -0.104492009
## 52 0.475602105 0.51318467 0.180627855 0.243279311 0.286694272
## 53 0.028385160 0.23071766 0.327557270 0.295464234 0.253897244
## 54 0.477348196 0.56756620 -0.143113671 -0.191302903 0.026050130
## 55 0.388062837 0.46435735 -0.505865746 -0.493087854 0.035617410
## 56 0.116236264 0.24134839 -1.229315430 -1.123588945 0.231161399
## 57 0.369516366 0.49005363 -3.662328650 -2.637459725 -0.232879619
## 58 0.040044137 0.15692994 -1.433433712 -1.406777463 0.323123675
## 59 0.186677696 0.33795592 -0.726444552 -0.585273840 0.262178598
## 60 0.390968304 0.64003168 -12.496391028 -24.423213099 -0.074570333
## 61 0.217637130 0.35241121 0.335456744 0.356456249 0.292488458
## 62 0.342159057 0.34394759 -0.164347118 -0.013135213 0.288225270
## 63 0.351329445 0.38106741 -18.561283736 -49.953066334 -0.534045845
## 64 0.069948319 0.31581548 -1.176050157 -1.081181315 0.215635682
## 65 0.214344883 0.43061769 0.216264315 0.152455962 0.360549424
## 66 0.384292079 0.43370487 -2.695972253 -2.025688188 0.028709770
## 67 0.354034886 0.46781038 -0.026646944 -0.049052651 -0.390901876
## 68 0.264430926 0.30844408 0.255492296 0.327198932 0.410577940
## 69 0.359383783 0.48790015 -1.216893220 -1.147732180 0.324640236
## 70 0.392111715 0.65179939 -0.462091885 -0.437407611 0.106013125
## 71 0.296079837 0.36499136 0.282756604 0.266155674 0.191867330
## 72 0.002354142 0.30905010 -0.146329041 -0.166817245 0.244472772
## 73 0.502627396 0.58658568 -1.710585093 -1.728813893 0.290284571
## 74 0.407402717 0.56892892 0.259451567 0.209431285 0.235737796
## 75 0.347364193 0.48275937 -2.446212861 -1.858557366 0.013022546
## 76 0.223415334 0.37369156 0.333773350 0.301898947 0.249089734
## 77 0.490572421 0.68949283 -1.546326360 -1.281932596 -0.480492541
## 78 0.370338633 0.37651559 0.086471928 0.060898751 0.423747855
## 79 0.481234862 0.67377274 -1.563749609 -1.294841742 -0.517419707
## 80 0.069463099 0.20623996 -2.531793511 -2.810736586 0.310893863
## 81 0.313113105 0.48781897 -4.730754776 -2.940877540 0.303790293
## 82 0.392167170 0.59723891 0.045705278 0.051627192 -0.131639354
## 83 0.108168564 0.26037542 0.415696952 0.372859031 0.384371502
## 84 0.347126219 0.37866187 0.357508913 0.336096936 0.269242148
## 85 0.189852053 0.34169466 0.105581788 0.130480002 0.014966013
## 86 0.328869559 0.37751841 -0.030692305 -0.065680549 0.165819141
## 87 0.476696501 0.63786931 -1.447919300 -1.383042123 0.002553318
## 88 0.459256096 0.62141975 -0.093545012 -0.064403154 -0.369497109
## 89 0.418077602 0.50177820 -15.072590620 -35.764529357 -0.224024839
## 90 0.484264089 0.54529050 0.487930653 0.498690820 0.445420672
## 91 0.280583667 0.35323611 0.189495750 0.219945535 0.149342088
## 92 0.509616726 0.47866776 -1.213793683 -1.034259940 0.032158175
## 93 0.491852773 0.60012655 -1.091980313 -0.946917961 -0.399914475
## 94 0.557250675 0.69337463 -7.084116695 -10.878377769 0.062127806
## 95 0.275434535 0.28374342 0.135445080 0.236224513 0.264487569
## 96 0.338018488 0.33613609 0.106341330 0.208134320 0.309756247
## 97 0.180107446 0.40879297 0.001896904 -0.031945758 -0.220277261
## 98 0.323173826 0.44786379 -1.490957399 -1.217076708 0.023245954
## 99 0.082198604 0.36902624 0.118100951 0.170226706 0.168650112
## 100 0.357295217 0.51146371 0.181555466 0.126051709 0.388856131
## 101 0.032650551 0.30354251 -0.166322691 -0.181568218 0.112435221
## 102 0.046526302 0.35415865 -1.430367374 -1.402917620 0.254872726
## 103 0.348446452 0.45874627 -2.652483753 -1.883792309 0.375784266
## 104 0.188996050 0.27098669 -0.495449672 -0.369468703 0.371602005
## 105 0.157535119 0.45959368 -3.253167343 -3.821849820 0.191569306
## 106 0.481206021 0.62556586 0.278430912 0.270317868 0.272087637
## 107 0.393094730 0.65201547 -1.091583508 -1.055697228 -0.410718165
## 108 0.265201035 0.36918528 -0.146278943 -0.169542568 0.284603401
## 109 0.082810836 0.26096793 0.167094698 0.119137120 0.130617431
## 110 0.256896099 0.30503366 -1.324228470 -1.224586090 0.214012613
## 111 0.335797231 0.60221053 -0.098012568 -0.099049570 -0.184391799
## 112 0.234212893 0.39824408 -0.066269707 -0.121809832 -0.024964178
## 113 0.459103626 0.45889677 -0.083504405 -0.019434112 -0.065446950
## 114 0.448938274 0.57612685 -1.412377964 -1.167346431 0.108269099
## 115 0.422522144 0.61216113 -1.842318916 -1.899823018 -0.306176732
## 116 0.490236654 0.47686241 -4.332947063 -2.994238413 0.034570761
## 117 0.121213044 0.38609485 0.345982627 0.349573426 0.298610120
## 118 0.125139637 0.36423652 0.161845889 0.195285765 0.166166765
## 119 0.431124360 0.64038293 -0.068088312 -0.033911537 -0.166985131
## 120 0.236692765 0.41962656 -1.469617094 -1.440538689 0.286121525
## 121 0.173059200 0.34022845 -0.359701753 -0.367196673 0.133392674
## 122 0.357362813 0.35352475 0.378388462 0.364457767 0.282781982
## 123 0.428420214 0.65738215 -4.451848261 -5.516640438 -0.164000586
## 124 0.530235109 0.70086488 -5.305987676 -7.158617957 -0.263348796
## 125 0.506768020 0.61937679 -1.360333362 -1.269003447 0.060931521
## 126 0.348954461 0.58157722 -8.029200822 -12.897193602 -0.118230436
## 127 0.294350952 0.61372896 -1.438328333 -1.686800070 -0.318505653
## 128 0.191436215 0.29401125 -0.878742611 -0.770911248 0.119723843
## 129 0.098207368 0.21281032 -1.023050862 -0.921986315 0.315865524
## 130 0.477757637 0.56812979 -0.466642540 -0.453489169 0.236473769
## 131 0.328720762 0.48069449 -0.460345964 -0.459687109 -0.247489822
## 132 0.431798421 0.49346010 -0.575985929 -0.450425155 -0.077356983
## 133 0.009460607 0.27907929 0.120392770 0.082070855 0.048764324
## 134 0.387001883 0.57121809 -0.561606463 -0.422403490 0.294970376
## 135 0.167746350 0.28075778 -0.478269390 -0.393816953 0.432879846
## 136 0.305842160 0.33318255 0.468569243 0.497412802 0.454937508
## 137 0.101085864 0.24112895 0.356461703 0.392208288 0.354441017
## 138 0.145162544 0.37781119 -4.467264183 -3.100978023 -0.131398975
## 139 0.342219110 0.58529169 -0.921483709 -0.800369816 0.175205742
## 140 -0.012323450 0.24261412 0.225539941 0.165478548 0.274052310
## 141 0.369289657 0.61409667 -0.870330321 -0.781859771 -0.430297192
## 142 0.077071970 0.37404575 -0.332329101 -0.318038658 0.218261152
## 143 0.039444390 0.25917354 0.242686838 0.182860607 0.254608698
## 144 0.349992342 0.45740427 -19.346994294 -53.140562382 -0.446709398
## 145 0.297552451 0.42931756 -1.737335572 -1.747272324 0.278960202
## 146 0.321649888 0.51574649 -1.245028531 -1.137580222 -0.139451963
## 147 -0.005642703 0.25776355 0.109544467 0.133482534 0.020433300
## 148 0.399790702 0.54997048 0.011180806 -0.058486594 0.219517109
## 149 0.200440235 0.30055466 -1.508303494 -1.166266193 0.322158159
## 150 0.125189053 0.43596044 0.194284462 0.250621277 0.298032598
## 151 -0.021663139 0.25634080 -1.465464433 -1.444739617 0.297078763
## 152 0.220359590 0.38436145 0.352862142 0.296830576 0.388709198
## 153 0.372896966 0.59232085 -2.625571012 -2.865756029 0.188589033
## 154 0.147875066 0.29233729 0.193887398 0.255065707 0.246027432
## 155 0.407699989 0.53842086 -0.582241869 -0.433436841 0.100616002
## 156 0.431355933 0.57422199 0.292886966 0.317654236 0.311161591
## 157 0.382317033 0.49488433 0.013932688 0.067995077 0.081184013
## 158 0.333168652 0.45575421 0.068304226 0.077783797 -0.052165649
## 159 0.534287847 0.54470279 -0.305522130 -0.179596615 0.248927511
## 160 0.236168138 0.35020488 -2.185938585 -2.289772543 0.231200211
## 161 0.079839636 0.34047771 -0.398692240 -0.382831891 0.217672018
## 162 0.237124325 0.41581140 -1.148675541 -0.955148305 0.206693787
## 163 0.298238084 0.50088029 0.087669083 0.091797612 -0.011915270
## 164 0.484924916 0.64617343 -0.066166148 -0.099935123 -0.267154011
## 165 0.176192860 0.33621389 0.226231122 0.160298262 0.320435089
## 166 0.350901798 0.59473200 -0.441328513 -0.426701806 -0.163849912
## 167 0.541519872 0.66659975 0.011314903 -0.051343865 0.056235782
## 168 0.368802095 0.53093887 0.068172385 0.162914168 0.172253504
## 169 0.162147046 0.35640051 -4.026774921 -2.833391379 -0.045191554
## 170 0.471399322 0.68842821 -2.997411057 -3.556939114 -0.002146620
## 171 0.163114497 0.38736751 -1.473323510 -1.448846452 0.296923731
## 172 0.169286387 0.25947063 -0.295224209 -0.153390238 0.161192508
## 173 0.347210525 0.52671405 -1.112049408 -0.941725092 0.027761091
## 174 0.395361897 0.43558045 -0.236921436 -0.142851967 -0.071544966
## 175 0.037261979 0.30766200 -0.156391959 -0.044552162 0.129404260
## 176 0.288520263 0.60084539 -0.783928437 -0.723132359 0.071291419
## 177 0.156748760 0.34822741 -0.372577828 -0.381337019 0.141975101
## 178 0.409718455 0.47705758 0.258289516 0.190166261 0.322297589
## 179 0.348176119 0.61170062 -0.940575766 -0.829603354 0.247848167
## 180 0.397594235 0.55801414 0.234406449 0.188893988 0.152825207
## 181 0.229948862 0.33911317 -0.772926147 -0.701527352 0.004227641
## 182 0.317061349 0.36994330 0.189450694 0.137680686 0.130585667
## 183 0.397818128 0.53514394 -4.520310529 -3.146618920 -0.298561229
## 184 0.426271803 0.58341828 -0.317847663 -0.334310294 -0.398975365
## 185 0.313893544 0.63724378 -3.630944454 -4.470657224 -0.352319635
## 186 0.094774674 0.36513743 -0.978611197 -0.819374839 0.267547088
## 187 0.408860121 0.42190723 0.126894456 0.117444507 0.020413038
## 188 0.268345225 0.32246070 -1.275034326 -1.032183147 0.229954376
## 189 0.426606524 0.51480001 -1.210229355 -1.117408196 0.225002038
## 190 0.427443178 0.66330767 -1.290871614 -1.310151541 -0.329892701
## 191 0.175095785 0.47368338 0.127996878 0.191757032 0.301214479
## 192 0.135236441 0.43094122 -3.087124747 -3.567997349 0.238445467
## 193 0.514125280 0.68287989 -0.145496335 -0.151796583 -0.332808620
## 194 0.450228445 0.41374646 -0.513773473 -0.465481650 0.196632742
## 195 0.383525388 0.62383279 -5.955969853 -8.772402043 0.091761861
## 196 0.273376136 0.33574674 -0.753210634 -0.651879098 0.230547619
## 197 0.450610063 0.64846909 -0.314293934 -0.264072423 -0.253387950
## 198 0.259083187 0.32617176 0.195119666 0.154794676 0.147602750
## 199 0.270158547 0.37797236 -0.046185571 0.067835687 0.385268524
## 200 0.083861374 0.34016367 -1.210341216 -1.012523642 0.098239253
## 1100 0.280494729 0.35993062 -0.737811551 -0.614853719 0.249668195
## 210 0.252473726 0.44479290 0.275723637 0.221705779 0.265411997
## 310 0.177933491 0.37139810 -1.774178544 -1.726106434 0.151032794
## 410 0.501622168 0.57886297 0.032114382 0.004317193 0.268223218
## 510 0.329750441 0.43608416 -0.150783477 0.006027634 0.267553451
## 610 0.411669240 0.51105753 0.281227055 0.237489035 0.242606946
## 710 0.488180803 0.61027234 0.440284875 0.422401774 0.381022753
## 810 0.406541632 0.63610852 -0.020616472 0.116048885 0.375596740
## 910 0.455651345 0.58330054 -0.964855351 -0.809487746 0.206916108
## 1010 0.471872656 0.57959533 0.031215533 -0.007246093 0.237551978
## 1110 0.331476153 0.60871867 -2.054276599 -2.114345723 -0.518689490
## 1210 0.226923544 0.45416283 -2.100436139 -1.634477793 0.032548210
## 1310 0.089414942 0.30643438 0.337897928 0.338530864 0.277238738
## 1410 0.119970295 0.27964478 -0.755237220 -0.624581513 0.372805923
## 1510 0.277327674 0.48254630 0.344976245 0.317318234 0.310883311
## 1610 0.466500835 0.69178490 -3.750615783 -4.487507214 0.061683340
## 1710 0.466580541 0.68376739 -3.597814618 -4.288047335 0.107612310
## 1810 0.178905628 0.39242692 0.034065660 0.137362432 0.314494508
## 1910 0.254047697 0.47378628 -10.978034636 -19.227369626 -0.592608250
## 201 0.443463097 0.53210607 -4.056283443 -5.110293392 0.334026777
## 211 0.266311573 0.37366442 0.420104200 0.497369013 0.472234458
## 221 0.385063262 0.56321236 -0.543865396 -0.525773091 0.047927437
## 231 0.213559065 0.50212137 -6.323856430 -8.789527365 -0.603408344
## 241 0.570442375 0.72891496 -0.893751805 -0.765258634 -0.010361038
## 251 0.401565874 0.59186083 -1.057595470 -0.934992619 0.253522043
## 261 0.208142077 0.35371080 -0.265671367 -0.112855364 0.398598744
## 271 0.210546578 0.56294077 -2.193339615 -2.423708010 -0.472061308
## 281 0.278116599 0.43732266 -2.324496927 -2.517157563 0.317710294
## 291 0.131913335 0.33668054 0.221588899 0.173670753 0.236591313
## 301 0.343964008 0.43268680 -3.705563018 -4.470789256 0.275743148
## 311 0.433358330 0.66642733 -1.512318390 -1.251193909 -0.470550419
## 321 0.385487450 0.64357424 -1.496504322 -1.424763334 -0.005180957
## 331 0.147380334 0.36230409 -1.630189195 -1.604785494 0.255578414
## 341 0.296216335 0.39602270 0.344705342 0.442440723 0.469111047
## 351 0.443300946 0.65557413 -0.163071767 -0.128309134 -0.333400866
## 361 0.274882909 0.49180300 -2.828802301 -2.093073981 0.052940792
## 371 0.410996840 0.55426540 0.250820734 0.207168404 0.306352345
## 381 0.518361542 0.59975247 -0.018288399 0.014805932 -0.224812588
## 391 0.252257737 0.43357308 0.176426344 0.295806361 0.430080977
## 401 0.455071200 0.54026117 -2.045390138 -1.533056743 0.218610547
## 411 0.426620329 0.66313431 -6.135645771 -8.308770845 -0.251981180
## 421 0.450247471 0.51757877 -0.334645552 -0.322199672 0.131315763
## 431 0.356206928 0.45735101 0.080850563 0.196834315 0.241942271
## 441 0.508214479 0.69949616 -2.101704558 -2.142406867 -0.321031834
## 451 0.499063350 0.63640215 -8.701524337 -13.530037473 -0.008571975
## 461 0.265450966 0.38325240 -1.569071793 -1.480861617 0.190659613
## 471 0.319277883 0.56820938 -0.821661478 -0.747855284 -0.225947084
## 481 0.151869639 0.33507053 -1.698440451 -1.638564480 0.178532172
## 491 0.483563512 0.56412818 -2.022884586 -2.126845797 0.342369109
## 501 0.370342267 0.56300170 -2.262122227 -2.345728436 0.191842704
## 511 0.253031250 0.40311673 0.162709582 0.219578292 0.144709026
## 521 0.437738916 0.52779046 -0.203432516 -0.047483888 0.370495756
## 531 0.090798015 0.27007341 0.321189471 0.365491432 0.318793710
## 541 0.455892955 0.57116876 0.283819586 0.257677086 0.211721488
## 551 0.385836478 0.48408428 0.128930150 0.088124093 0.224357375
## 561 0.137024333 0.27724172 -1.802272254 -1.806418350 0.290100535
## 571 0.393026803 0.51550759 -2.244836179 -1.704112038 0.090222323
## 581 -0.296109761 0.05386828 -2.013029404 -2.130897735 0.359854522
## 591 0.194183756 0.36218997 -1.140862516 -1.030170287 0.327686423
## 601 0.395588999 0.65307189 -9.973951110 -16.971533136 0.011654607
## 611 0.226717975 0.37873745 0.206730078 0.303794775 0.331791409
## 621 0.299417237 0.37260089 -0.502278816 -0.334592688 0.335687215
## 631 0.333486616 0.48637813 -13.378211626 -26.348369871 -0.595645538
## 641 0.137515178 0.35175146 -1.749140332 -1.735639367 0.223802214
## 651 0.267647108 0.46614712 0.409958005 0.396544393 0.360772658
## 661 0.371596096 0.44579858 -1.438518721 -1.137440518 0.213139988
## 671 0.405549257 0.49820521 -0.029939476 0.018007616 -0.129655260
## 681 0.251907801 0.34129962 0.074723859 0.205138825 0.491451103
## 691 0.175207038 0.45105431 -1.843685418 -1.903407411 0.334329806
## 701 0.432674518 0.67861514 0.096256595 0.081488399 0.225882889
## 711 0.277928932 0.39572837 0.310054691 0.394122957 0.330842387
## 721 0.075583017 0.34159091 -0.091011263 -0.126883673 0.218191763
## 731 0.467624298 0.59016475 -2.620052777 -2.902353801 0.304795291
## 741 0.412570296 0.47811193 0.432062668 0.437971172 0.351007676
## 751 0.372792886 0.51227239 -1.393939411 -1.114425455 0.156192002
## 761 0.238892102 0.39911052 0.373989282 0.412351071 0.327281849
## 771 0.516077190 0.71195027 -0.831034456 -0.751606470 -0.538163705
## 781 0.330726666 0.41057868 0.341093369 0.316468909 0.450118619
## 791 0.509792328 0.69996537 -0.875344075 -0.788120620 -0.546075924
## 801 0.073391779 0.23462355 -3.105850713 -3.628367091 0.326816035
## 811 0.307142546 0.51314065 -2.508271832 -1.680164846 0.377455360
## 821 0.409101467 0.61958637 -0.104506251 0.014950746 0.103459937
## 831 0.119928914 0.30061936 0.449802117 0.471500843 0.414678665
## 841 0.318239200 0.40334709 0.382714781 0.441871990 0.368481111
## 851 0.242823763 0.39778028 0.057168460 0.171472079 0.194852143
## 861 0.305737345 0.41669913 0.400500972 0.379499630 0.340802112
## 871 0.507388364 0.66486723 -2.379237028 -2.480958473 0.014983241
## 881 0.494496135 0.64366798 -0.465687796 -0.365039270 -0.389418476
## 891 0.380622983 0.56626619 -9.183147446 -15.220646052 -0.108909425
## 901 0.452859147 0.56254108 0.392838960 0.485813260 0.518871945
## 911 0.289185169 0.38807100 0.008221093 0.149080784 0.288822797
## 921 0.479084719 0.50115830 -0.233871232 -0.230451542 0.239084418
## 931 0.502629525 0.61798270 -0.263995528 -0.267880289 -0.379153865
## 941 0.493888091 0.68413862 -5.541905009 -7.541536128 0.162381783
## 951 0.256657510 0.32505356 -0.148089387 0.011179401 0.333921037
## 961 0.311038258 0.36705144 -0.188546079 -0.032813933 0.387471352
## 971 0.249155390 0.44758093 0.093030301 0.110519627 0.016120803
## 981 0.340929223 0.48445000 -0.505577339 -0.452542399 0.184801952
## 991 0.154047142 0.40982903 -0.017193283 0.081692697 0.197010002
## 1001 0.363512290 0.52721944 0.386456489 0.361615081 0.413260864
## 1011 0.114459976 0.36013289 -0.019959559 -0.064943596 0.097579214
## 1021 -0.098950028 0.37096979 -1.475153328 -1.414521690 0.174991823
## 1031 0.347898658 0.48267193 -1.637637010 -1.160800269 0.461460173
## 1041 0.176268054 0.30860528 -0.984673457 -0.886327525 0.398294252
## 1051 0.215871258 0.49577256 -3.077024339 -3.463176477 0.163178620
## 1061 0.467511864 0.63831530 0.130827864 0.246610463 0.345871156
## 1071 0.416644987 0.67573139 -1.400622409 -1.330552049 -0.537986445
## 1081 0.263978400 0.38795920 0.249538000 0.212182531 0.361716255
## 1091 0.147214387 0.30305560 0.327822534 0.346850736 0.244507238
## 1101 0.250438506 0.34147750 -2.077060695 -2.149582653 0.283730941
## 1111 0.379641849 0.62603839 -0.223961605 -0.150019585 -0.156362894
## 1121 0.282680925 0.42894304 0.257419890 0.233551737 0.166351384
## 1131 0.453736102 0.48378541 -0.322992511 -0.155243884 0.204755849
## 1141 0.436509976 0.58072637 -0.343010507 -0.315888716 0.274034716
## 1151 0.443276429 0.62550724 -2.848727675 -3.088924046 -0.421758134
## 1161 0.456479416 0.50964240 -2.742514202 -1.962483937 0.256804419
## 1171 0.186310276 0.41871445 0.263092396 0.303057519 0.269678348
## 1181 0.189728757 0.40090253 -0.078366008 0.041400509 0.231742879
## 1191 0.466710847 0.66855257 -0.405647956 -0.306162345 -0.211697159
## 1201 0.273948254 0.44806134 -2.020522651 -2.105012358 0.303010971
## 1211 0.218189403 0.36956163 0.105329522 0.060972497 0.239879945
## 1221 0.311056113 0.38309648 0.421794708 0.479972938 0.380853924
## 1231 0.473789502 0.68850179 -5.097068921 -6.458716932 -0.154960832
## 1241 0.568277182 0.71747420 -4.962252426 -6.247440757 -0.397176330
## 1251 0.543861951 0.64219863 -2.211002204 -2.266701218 0.106098964
## 1261 0.321663170 0.56151916 -7.590079179 -11.089987971 -0.057871884
## 1271 0.307067962 0.63556979 -0.802636350 -0.785685201 -0.498384287
## 1281 0.221629715 0.33289493 -0.041231293 -0.061428190 0.280359376
## 1291 0.099832291 0.24962327 -1.495438127 -1.466518517 0.352006050
## 1301 0.452805235 0.58065731 0.198199767 0.157536381 0.370437192
## 1311 0.373931459 0.51172218 0.077388305 0.041947874 0.095407743
## 1321 0.438610588 0.52084037 -1.104919696 -0.951621758 0.170120251
## 1331 0.098927815 0.32666580 0.220449987 0.216485894 0.130550677
## 1341 0.490779146 0.64956765 -1.026155161 -0.908153142 0.347884081
## 1351 0.174203447 0.32068924 -0.012525735 0.016992269 0.467767987
## 1361 0.267864078 0.36954994 0.345325134 0.439910394 0.473233970
## 1371 0.117163648 0.27701100 0.202913067 0.313064183 0.384686386
## 1381 0.223896401 0.43341545 -3.079940841 -2.255874802 0.032438903
## 1391 0.369590789 0.61197660 -1.602096259 -1.547346023 0.217124530
## 1401 0.052895803 0.28368621 0.337431469 0.310249958 0.299951281
## 1411 0.389979367 0.63170884 -0.286809005 -0.288053843 -0.436783235
## 1421 0.150180094 0.41350081 -0.294669462 -0.310526966 0.153852917
## 1431 0.098557055 0.29404065 0.362739333 0.342508591 0.299640616
## 1441 0.327148333 0.48891680 -14.485948598 -30.347684186 -0.358305276
## 1451 0.304055800 0.44768103 -2.435965083 -2.640499585 0.299925091
## 1461 0.377731753 0.54079980 -2.213015488 -2.253585856 0.013237775
## 1471 0.093322076 0.31870245 0.060306659 0.125368124 0.091407941
## 1481 0.409844833 0.56704409 0.350725672 0.305763046 0.317829518
## 1491 0.189360694 0.33134415 -0.838569892 -0.655016713 0.384942294
## 1501 0.102539520 0.44925423 -0.090832764 0.031647427 0.239537561
## 1511 0.043049435 0.29145764 -1.898713390 -1.949139619 0.263399885
## 1521 0.231236664 0.41986577 0.484286637 0.500850765 0.430843195
## 1531 0.416434051 0.62292151 -3.544478627 -4.134135486 0.177147007
## 1541 0.169617138 0.31575293 0.027769937 0.163759818 0.339057885
## 1551 0.320608779 0.36371599 -1.037386754 -0.885784681 0.212768951
## 1561 0.432961222 0.58647071 -0.013380949 0.119146139 0.366965794
## 1571 0.371386570 0.51832889 -0.916777190 -0.765946363 0.176231043
## 1581 0.352165495 0.48690850 -0.137719023 0.002869280 0.177396970
## 1591 0.481065687 0.56256717 -1.122918925 -1.009598234 0.330076461
## 1601 0.241459532 0.37661344 -3.070341440 -3.488154943 0.254784741
## 1611 0.324594274 0.42749705 0.028556844 0.005442948 0.297242527
## 1621 0.270982915 0.44213658 -0.452340573 -0.401237220 0.289461641
## 1631 0.338083292 0.53276360 -0.204684481 -0.094812998 0.072839399
## 1641 0.517665975 0.66789913 -0.104793619 -0.077717693 -0.318595755
## 1651 0.206387838 0.36571653 0.426681567 0.407316672 0.381912271
## 1661 0.363954906 0.63233582 0.025729068 0.010401503 0.027273577
## 1671 0.573071319 0.68887499 0.187822223 0.168802862 0.098087633
## 1681 0.343776323 0.37566345 -0.196012065 -0.025367095 0.298861775
## 1691 0.239515625 0.40642217 -2.669493548 -1.974877733 0.102967092
## 1701 0.509380839 0.71862245 -2.209414435 -2.310559777 -0.060134868
## 1711 0.217085064 0.41764579 -1.993575181 -2.065643869 0.277748076
## 1721 0.192565036 0.30975127 -0.756867125 -0.588363856 0.282050440
## 1731 0.323390131 0.49651552 -0.057400286 -0.063633826 0.242661649
## 1741 0.402261932 0.46227947 -0.595892670 -0.419023595 0.194882850
## 1751 0.114334040 0.35001129 -0.475246118 -0.319784356 0.175055223
## 1761 0.326457794 0.61213453 -1.049836939 -0.937740393 0.006550866
## 1771 0.209484788 0.37534917 0.090841246 0.043079020 0.235862698
## 1781 0.381116203 0.48754168 0.496747475 0.486924759 0.421137648
## 1791 0.383861929 0.63924341 -1.620907201 -1.576484239 0.210551873
## 1801 0.396974116 0.57396676 0.312905392 0.355184113 0.267476712
## 1811 0.269841794 0.37656908 -0.011925094 -0.042119367 0.220519271
## 1821 0.314977788 0.39459294 0.378242678 0.408800092 0.298008586
## 1831 0.431632390 0.55788545 -2.933834077 -2.154702691 0.028570908
## 1841 0.457971799 0.60258050 -0.106463221 -0.107234953 -0.396683416
## 1851 0.329807488 0.65686449 -2.613953507 -2.852564201 -0.500936427
## 1861 0.163499923 0.39765308 -0.611895512 -0.536806641 0.265231102
## 1871 0.394873520 0.44340025 0.163377845 0.259081918 0.245740247
## 1881 0.258266087 0.35553711 -0.455976858 -0.380091897 0.356188370
## 1891 0.406866276 0.53148498 -2.247476664 -2.365303359 0.266880697
## 1901 0.473190682 0.68647228 -1.338227134 -1.272532855 -0.463221440
## 1911 0.231506659 0.50572216 0.131404146 0.206499235 0.234219802
## 1921 0.195027646 0.46389653 -2.748098349 -3.041141212 0.204207709
## 1931 0.559276338 0.70398195 -0.328265840 -0.266433853 -0.425848677
## 1941 0.417026546 0.44622423 0.058759140 0.034735568 0.306200603
## 1951 0.408855706 0.63663832 -3.680449027 -4.470550409 0.165271552
## 1961 0.263142235 0.36253040 -0.074692234 -0.077226056 0.338390555
## 1971 0.468854904 0.66749453 -0.771342159 -0.660326407 -0.313880230
## 1981 0.270174381 0.36250787 0.393070875 0.422322129 0.301256079
## 1991 0.263076364 0.40225027 -0.463231063 -0.315799054 0.402434629
## 2001 0.160781428 0.38065636 -0.617784297 -0.559499085 0.159776869
## 1102 0.384437333 0.38880300 -4.640952677 -3.202064810 -0.077950270
## 212 0.306815891 0.48735120 -1.062585026 -0.932470271 -0.117615929
## 312 0.236085087 0.42077119 -0.252913946 -0.156572388 -0.206618586
## 412 0.593221600 0.65086622 -2.351368799 -1.820165799 -0.304622639
## 512 0.452967287 0.50693572 0.065341562 0.029058349 0.024401982
## 612 0.477348174 0.57184205 -1.215977523 -1.043513494 -0.265656999
## 712 0.590404827 0.64958913 0.219662194 0.152561663 0.259739683
## 812 0.487861282 0.63882929 -0.041363185 0.002724506 0.171746159
## 912 0.517531580 0.62405506 -0.300988251 -0.209370519 -0.228207780
## 1012 0.544485857 0.63310366 -1.245706141 -1.063811231 -0.205243603
## 1112 0.293344763 0.58406580 -1.482752046 -1.580604973 -0.404731530
## 1212 0.235192801 0.49218881 -6.932311771 -4.427214218 -0.049434827
## 1312 0.148024318 0.34377852 -0.209074996 -0.249379056 0.015188602
## 1412 0.171430062 0.28268142 -0.399360831 -0.273413199 0.325724150
## 1512 0.518617186 0.61487359 -1.105358065 -0.924353804 0.075194223
## 1612 0.395402638 0.64123570 -8.699496923 -14.012081848 -0.150700886
## 1712 0.399774504 0.61577985 -10.364529558 -18.359844360 -0.189354487
## 1812 0.075811942 0.37283287 0.138840075 0.211300375 0.404295013
## 1912 0.114433296 0.10999934 -19.676827161 -55.873605460 -0.731668157
## 202 0.406248944 0.45060970 -4.550213573 -5.959673972 0.326968339
## 213 0.401415797 0.41331867 0.229871742 0.172871485 0.211129036
## 222 0.392330808 0.59136371 -2.235939965 -1.743193390 -0.285998141
## 232 0.127869758 0.27161096 -11.004022599 -20.419405265 -0.614296213
## 242 0.508842910 0.71112803 -1.066600893 -1.070035818 -0.172511633
## 252 0.395858863 0.59322472 -0.916168490 -0.817058227 0.144256583
## 262 0.263704811 0.36132596 -0.060280881 0.051128887 0.312749798
## 272 0.108736829 0.38242781 -6.371583857 -9.860604863 -0.502173414
## 282 0.320085311 0.45338376 -1.954278049 -2.056186643 0.334337764
## 292 0.172831425 0.37772766 -1.404876843 -1.155334931 0.053443515
## 302 0.447075492 0.45634421 -3.005592579 -3.379086528 0.189669980
## 313 0.391459178 0.63547691 -3.604118198 -2.597251547 -0.242808125
## 322 0.351164078 0.61284050 -1.762520421 -1.882627181 -0.239996774
## 332 0.144042043 0.36388741 -1.285257707 -1.217205668 0.260381650
## 342 0.368716132 0.40305148 0.389816611 0.425990048 0.391432275
## 352 0.417364590 0.64762182 -0.541706370 -0.516995580 -0.216031553
## 362 0.184470288 0.43947691 -7.218454028 -4.572013757 -0.038823902
## 372 0.507542869 0.63305096 -1.595753931 -1.305737615 -0.166748884
## 382 0.532014385 0.63064765 -0.701054648 -0.650160318 -0.298532828
## 392 0.399571252 0.49472768 0.358207430 0.408242393 0.425865984
## 402 0.557260770 0.60488538 -6.991055708 -4.480357656 -0.215696854
## 413 0.378776990 0.62882748 -10.155652846 -17.330924368 -0.465436288
## 422 0.503033075 0.56377016 -2.981098095 -2.218511691 -0.282252520
## 432 0.465590805 0.52217770 -0.179896458 -0.209288846 -0.237698580
## 442 0.466478440 0.67726131 -3.047991016 -3.711948688 -0.265869495
## 452 0.392197613 0.46082966 -15.199328182 -36.533225861 -0.200200936
## 462 0.356835767 0.43081435 -0.132349751 -0.065402843 -0.240380237
## 472 0.306334955 0.58171833 -3.878597367 -2.763354170 -0.362053681
## 482 0.206324410 0.37138942 -0.151482436 -0.055087146 0.001934042
## 492 0.593581784 0.60833571 -1.521711841 -1.497798161 0.218961748
## 502 0.413566229 0.59337735 -1.380110174 -1.310695895 -0.131344775
## 513 0.298663493 0.44241971 -0.708709879 -0.662403942 -0.306612221
## 522 0.544943870 0.57131546 -0.065066716 0.006734640 0.161448131
## 532 0.141651853 0.29920447 0.091648490 0.034265289 0.105287393
## 542 0.540567931 0.63729219 -0.894512075 -0.802626045 -0.334799759
## 552 0.495878634 0.56497525 -2.222215748 -1.738247136 -0.287151597
## 562 0.220028218 0.30366104 -0.767390268 -0.606503066 0.143462861
## 572 0.443003711 0.56062505 -7.572993119 -4.794198873 -0.416270502
## 582 0.130272148 0.22847674 -1.454066678 -1.427853998 0.309286343
## 592 0.269017986 0.38274552 -0.437518281 -0.286542809 0.185693738
## 602 0.381108132 0.62249628 -17.301887711 -42.088299811 -0.288094608
## 613 0.298320686 0.40104251 0.283447091 0.290416161 0.213970646
## 622 0.471387678 0.43038479 0.182660975 0.220519908 0.126719598
## 632 0.066842192 -0.08930385 -24.232481290 -92.026990625 -0.742057511
## 642 0.159009683 0.36397922 -1.030297251 -0.907688056 0.108728991
## 652 0.270000396 0.47806887 0.407271422 0.352082985 0.369588866
## 662 0.520232919 0.54734814 -5.551031028 -3.725197289 -0.357073085
## 672 0.421644924 0.53152798 -0.566227518 -0.543853019 -0.272925819
## 682 0.336043887 0.35367667 0.206778955 0.274485232 0.358598493
## 692 0.258767969 0.50979177 -1.426922024 -1.423632570 0.374520921
## 702 0.415517442 0.64561290 -0.946478525 -0.802811688 -0.056763682
## 713 0.407985281 0.44999610 -0.201331454 -0.224797596 0.083597616
## 722 0.088544985 0.35559254 -1.271844715 -1.046968989 0.111549172
## 732 0.556700231 0.62583392 -2.177229203 -2.306124077 0.240508126
## 742 0.447578857 0.57057240 -0.200857067 -0.219093152 0.154517207
## 752 0.432955753 0.56630294 -5.145144056 -3.480817352 -0.098676142
## 762 0.300674300 0.41733673 0.184844414 0.135212089 0.125347892
## 772 0.455528321 0.69145025 -2.773223902 -2.086343949 -0.315643039
## 782 0.442944988 0.42490257 0.061945654 0.023399418 0.386912654
## 792 0.453409891 0.68828201 -3.263909519 -2.392986615 -0.353820204
## 802 0.111055287 0.23090596 -2.788330607 -3.179455558 0.320785461
## 813 0.362045749 0.53703272 -7.546630433 -4.439797620 0.155960948
## 822 0.415299466 0.63550654 -0.301833735 -0.310232488 -0.339100288
## 832 0.143886193 0.27636753 0.442206384 0.402809122 0.401986844
## 842 0.450561533 0.44176279 0.167155490 0.120293815 0.120461678
## 852 0.279131533 0.40386228 -0.465799362 -0.459058764 -0.012932443
## 862 0.415916297 0.44844830 -1.424185560 -1.146691517 0.131018363
## 872 0.485398816 0.66399483 -2.143802167 -2.278975791 -0.192941932
## 882 0.483715031 0.66607061 -0.282092829 -0.291068801 -0.333161364
## 892 0.200860642 0.16989737 -23.665922598 -89.398278480 -0.553942751
## 902 0.534719875 0.58785323 0.416190680 0.439080951 0.410187644
## 913 0.411265152 0.45094803 -0.044629458 -0.086323977 0.021584013
## 922 0.583975582 0.56115257 -2.636896490 -2.003117606 -0.258589977
## 932 0.510282749 0.65048671 -1.650675152 -1.314481118 -0.165467422
## 942 0.489341326 0.62361969 -12.234290610 -23.779990218 -0.220471993
## 952 0.432333467 0.39443917 0.230445127 0.216800785 0.143507818
## 962 0.447770603 0.41068331 0.149782200 0.182587111 0.122188221
## 972 0.291325739 0.49686186 -0.520447441 -0.509570673 -0.329506966
## 982 0.410155857 0.52929551 -3.987637435 -2.817621014 -0.068750091
## 992 0.178991194 0.42825254 0.093634624 0.096670692 -0.020488215
## 1002 0.408521467 0.54683935 0.228855794 0.162560346 0.376361962
## 1013 0.102223316 0.36865535 -2.386094277 -1.795946318 0.088609032
## 1022 0.157040384 0.42907956 -1.199340861 -1.116825591 0.223959497
## 1032 0.405309267 0.49723337 -2.509284608 -1.783687353 0.400293800
## 1042 0.250453238 0.31225237 -0.622968270 -0.504854610 0.369312139
## 1052 0.200099064 0.49564652 -3.182465968 -3.624123064 0.128534515
## 1062 0.496127912 0.65363416 -0.399443100 -0.362374171 0.176472869
## 1072 0.376641628 0.65447542 -1.151227464 -1.217859413 -0.288203878
## 1082 0.372514041 0.43603800 -0.739160148 -0.658821981 0.149965882
## 1092 0.214801725 0.36044219 -0.777082450 -0.697261399 0.044164878
## 1103 0.392456927 0.39056059 -0.648774043 -0.492855382 0.050353102
## 1113 0.355705161 0.61547325 -0.524627887 -0.524323326 -0.258939754
## 1122 0.346978388 0.48638402 -1.076929364 -0.943037839 -0.312955671
## 1132 0.544249534 0.53810019 -0.057125975 -0.091970920 -0.264259544
## 1142 0.488604139 0.64626656 -3.526631956 -2.558185940 -0.322606621
## 1152 0.425033903 0.63457028 -2.175319362 -2.508206974 -0.174018021
## 1162 0.567451846 0.55763984 -9.277031982 -5.618584612 -0.128525451
## 1172 0.176937716 0.41836557 0.303049436 0.291336135 0.235499912
## 1182 0.252159556 0.44597785 0.046806757 0.014442617 -0.108684631
## 1192 0.419117975 0.66104603 -0.255051542 -0.243398051 -0.286139806
## 1202 0.296447559 0.45568360 -1.612736541 -1.595948659 0.240623406
## 1213 0.280927887 0.40940766 -1.271459150 -1.074530116 -0.020139819
## 1222 0.483854846 0.44930000 -0.329498764 -0.325278640 0.133265246
## 1232 0.429839362 0.65378826 -5.673041902 -7.714410164 -0.338587969
## 1242 0.506952664 0.66397148 -7.363092167 -11.445576223 -0.341218406
## 1252 0.531149661 0.65936315 -1.238511067 -1.142182858 -0.222200823
## 1262 0.223597846 0.32236575 -13.215094968 -29.545536026 -0.198445284
## 1272 0.256966145 0.51044241 -2.657180927 -3.520726668 -0.368437126
## 1282 0.355584105 0.41013449 -2.775407554 -2.076296463 -0.017555892
## 1292 0.148895917 0.24001103 -1.113576105 -1.019575868 0.295189948
## 1302 0.527022835 0.62211582 -0.713057278 -0.662599184 0.079847932
## 1313 0.418247374 0.56602442 -1.968267468 -1.570953555 -0.374362055
## 1322 0.503648961 0.56807803 -0.005922605 0.007713541 -0.280587692
## 1332 0.135774226 0.36409945 -0.569930678 -0.542406290 -0.029670983
## 1342 0.330536877 0.60033031 -0.440303621 -0.296786182 0.256850135
## 1352 0.238597753 0.32733283 -0.379537723 -0.315996443 0.450198230
## 1362 0.373170763 0.38077602 0.423835067 0.454580782 0.419377242
## 1372 0.155041156 0.27767539 0.308945591 0.363972604 0.366610589
## 1382 0.260339745 0.47675422 -8.444575118 -5.227222807 -0.327221057
## 1392 0.358523769 0.60797003 -1.216896850 -1.135549383 -0.038902703
## 1402 0.045180054 0.26767260 0.092420362 0.031167142 0.210847695
## 1413 0.371209065 0.62354717 -1.540024172 -1.263115547 -0.257634557
## 1422 0.179966397 0.44079409 -1.759622836 -1.391555911 0.058039090
## 1432 0.118247077 0.30382638 0.013443194 -0.041960810 0.162645052
## 1442 0.219075191 0.19227953 -24.557035583 -90.827842090 -0.711892592
## 1452 0.358808525 0.47005777 -1.944943212 -1.986368853 0.229374943
## 1462 0.379910464 0.56549531 -0.784465434 -0.678806295 -0.326764372
## 1472 0.105261811 0.34432792 -0.613364083 -0.577825940 -0.052340913
## 1482 0.451598722 0.59795479 -0.373778812 -0.396550442 0.032596965
## 1492 0.281316979 0.34406009 -1.957169862 -1.489555358 0.257478661
## 1502 0.169190691 0.46387565 0.046825623 0.138061977 0.320444061
## 1513 0.013003097 0.27498668 -1.688677468 -1.725233226 0.309860653
## 1522 0.269786558 0.42724494 0.474812940 0.442655313 0.415815478
## 1532 0.400728200 0.61627192 -3.879558569 -4.674964597 0.122561031
## 1542 0.247006750 0.34938652 0.220098071 0.200923774 0.131333540
## 1552 0.383953197 0.54979773 0.172678484 0.207831562 0.118325177
## 1562 0.483841117 0.61698990 0.046255812 0.095338238 0.212040161
## 1572 0.432942185 0.57413851 -0.201894277 -0.149893467 -0.067227539
## 1582 0.433654823 0.54679892 -0.195271320 -0.223803133 -0.255006550
## 1592 0.591316119 0.60980467 -0.744090636 -0.638201420 0.101127067
## 1602 0.311432000 0.39916032 -2.362123856 -2.481461634 0.136903644
## 1613 0.186869984 0.37649785 -1.161075170 -0.970331958 0.113021344
## 1622 0.332081958 0.48054431 -2.362038658 -1.806072941 0.044727983
## 1632 0.364121547 0.56399808 -0.045462384 -0.045864496 -0.215664008
## 1642 0.485844357 0.68054954 -0.633679760 -0.587744615 -0.296303358
## 1652 0.285857068 0.39598974 -0.047952024 -0.107700668 0.181222146
## 1662 0.362921656 0.61292351 -1.415053288 -1.158420104 -0.171638112
## 1672 0.516089067 0.69828832 -0.425389107 -0.419349415 -0.187149502
## 1682 0.436584851 0.54995557 0.133435032 0.093131996 0.187885383
## 1692 0.259031418 0.43251979 -7.873485318 -4.922880844 -0.096255993
## 1702 0.445807946 0.67968333 -6.123194762 -8.763223284 -0.199823328
## 1713 0.210339991 0.41715811 -1.760588031 -1.792868612 0.283946112
## 1722 0.311090701 0.36215536 0.201629195 0.215915234 0.115463971
## 1732 0.478964436 0.57284396 -3.206289812 -2.335126909 -0.053371494
## 1742 0.501331735 0.52855007 -0.040566051 -0.073702030 -0.294462705
## 1752 0.154925303 0.39405730 0.158103844 0.137447123 0.069182283
## 1762 0.299178453 0.58331795 -2.240373610 -2.525755262 -0.041427757
## 1772 0.263165768 0.41466704 -1.318968932 -1.115620418 -0.099362414
## 1782 0.504154129 0.54689875 -0.171817227 -0.215673535 0.141388821
## 1792 0.368190780 0.62471152 -1.605320135 -1.591587265 0.198567958
## 1802 0.443932794 0.61035681 -0.161140268 -0.199694461 -0.183471109
## 1813 0.370565810 0.44560314 -3.080363390 -2.286056036 -0.202373790
## 1822 0.436420230 0.45388277 -0.308289855 -0.333088882 -0.154079628
## 1832 0.450182147 0.60730729 -8.008933683 -5.011073202 -0.407931054
## 1842 0.457373478 0.63096576 -0.861722226 -0.760768951 -0.236873172
## 1852 0.284007917 0.61141838 -4.983169214 -6.700991580 -0.430984173
## 1862 0.171159484 0.40539484 -1.679191716 -1.338465099 0.152153344
## 1872 0.535433898 0.52333416 -0.284381913 -0.310410335 -0.296152830
## 1882 0.388057287 0.39494127 -2.355351268 -1.785669154 0.098956124
## 1892 0.496177709 0.56491026 -1.889967933 -1.918519839 0.115814722
## 1902 0.431406827 0.66361852 -1.859701535 -2.094339156 -0.324763943
## 1913 0.213261723 0.50500062 0.186880435 0.243405674 0.285207616
## 1922 0.177846634 0.46084895 -2.746687760 -3.031315622 0.184080241
## 1932 0.506170836 0.70311479 -0.583006450 -0.558670635 -0.276236317
## 1942 0.553768513 0.50865178 -2.362346208 -1.797352283 0.049349852
## 1952 0.389045012 0.58893994 -10.918875839 -19.988006657 -0.115572153
## 1962 0.415291695 0.43063278 -2.043928067 -1.579339733 0.096760707
## 1972 0.454781255 0.65478248 -0.795519657 -0.799814444 -0.212190985
## 1982 0.391734572 0.42822363 -0.727269540 -0.654837902 0.068692150
## 1992 0.327526244 0.41501093 -0.157475227 -0.036995991 0.393550524
## 2002 0.194806658 0.42098556 -2.923241267 -2.160189015 0.022021441
## calNSE callnNSE calKGE calsmNSE calsmlnNSE
## 1 -1.47000751 -1.11209680 0.24347291696 -2.225117256 -1.7363395508
## 2 -2.00584677 -1.34905376 0.23915326574 -0.328248256 -0.3620440845
## 3 -1.78595649 -1.51516525 0.24675928789 -0.483308442 -0.3587956867
## 4 -1.28468999 -0.54870752 0.28699600534 -1.069912943 -0.9415868689
## 5 -1.26916555 -0.96377012 0.33523827613 0.197288591 0.2260819069
## 6 -1.70828397 -0.93821276 0.25352435073 -0.456312878 -0.4766609565
## 7 -1.34386468 -0.52206080 0.25220528622 0.101059803 0.0399231271
## 8 -1.29421000 -0.38843661 0.17610106780 0.494139291 0.4595963918
## 9 -1.49311968 -0.73948644 0.26419036616 -0.088895760 -0.0044047953
## 10 -1.71847067 -0.80275584 0.21280733861 -0.922792927 -0.8398516259
## 11 -2.72561204 -1.12000153 -0.08090567543 -0.891714954 -0.8463725181
## 12 -2.27446048 -1.42555683 0.19660286963 -3.234682091 -2.3599579058
## 13 -2.14896503 -1.74573032 0.12261253508 0.147481754 0.0796324706
## 14 -1.36282028 -1.27492031 0.13749150679 0.024180413 0.1313876118
## 15 -1.98538390 -0.86988481 0.09998531669 -0.326588585 -0.3394001767
## 16 -2.40214537 -0.77202129 -0.11365046119 -3.423236941 -4.4151746019
## 17 -2.41846391 -0.73134208 -0.13728376883 -3.905474218 -5.3645459936
## 18 -4.58769418 -2.79502093 -0.15923567781 0.468421057 0.4819151206
## 19 -3.98562491 -0.77249253 -0.65036680608 -12.862534478 -28.8984626939
## 20 -0.88033780 -0.56015739 0.40995592122 -1.768746292 -1.9779704602
## 21 -0.63042246 -0.64067439 0.40625472219 0.402465519 0.3725517422
## 22 -2.22257191 -1.16489435 0.14974857602 -1.665020538 -1.3832122772
## 23 -3.68808160 -0.95212007 -0.51768220319 -6.880487744 -10.9972771113
## 24 -1.80566621 -0.56593277 0.06601645990 -0.026408605 0.0261148800
## 25 -2.16464442 -1.13793179 0.15436018684 -0.087796940 0.0115559654
## 26 -0.95998797 -0.94159228 0.34589267101 0.220853163 0.3025148744
## 27 -2.92644026 -0.67231558 -0.40443060241 -2.748461487 -3.4978348366
## 28 -1.29551546 -1.01847560 0.33142888828 -0.714666869 -0.6300248530
## 29 -1.63432765 -1.47842342 0.26166404361 -0.294223303 -0.3171862897
## 30 -1.16246945 -0.86134343 0.33223903971 -1.968632368 -2.1502493264
## 31 -2.34812745 -0.78489826 -0.06719882429 -3.264103545 -2.4191301786
## 32 -2.50630164 -1.11961125 -0.00342663871 -0.349443799 -0.2670945510
## 33 -1.96915340 -1.54183235 0.19735254027 -0.530367244 -0.4163937164
## 34 -0.90209860 -0.79763572 0.36731564787 0.508917277 0.5033841583
## 35 -2.18524608 -0.85130166 0.02889404424 -0.213614363 -0.2553341065
## 36 -1.50929988 -1.25071338 0.29615263407 -4.234627498 -2.9545897164
## 37 -1.56102445 -0.72368106 0.24589492968 -0.555619470 -0.5361026712
## 38 -1.54154780 -0.63629059 0.21667733547 -0.182303911 -0.2204573629
## 39 -1.24223721 -0.86675557 0.35249037486 0.506128518 0.4961639015
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## 581 -13.48775380 -3.67178821 -1.44941909741 -1.432543101 -1.4811078331
## 591 -0.81135770 -0.85716809 0.41747291400 -0.662143999 -0.5325858291
## 601 -1.98907779 -0.58202205 -0.08694874071 -8.056682608 -13.6509634720
## 611 -0.83024826 -0.86440558 0.40817499816 0.344861676 0.4093580607
## 621 -0.44203640 -0.53401218 0.47492675284 -0.153929705 -0.0034814076
## 631 -3.84311328 -0.46908888 -0.69595745134 -10.705347434 -20.4968463723
## 641 -1.20065835 -1.18250656 0.33836677047 -1.130712609 -1.0540828069
## 651 -1.12461112 -0.87840130 0.39114815751 0.370497138 0.3393626396
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## 731 -0.72472088 -0.32201480 0.41377357931 -1.855080165 -2.0117627133
## 741 0.28209294 0.49580422 0.66641823061 0.428826280 0.4121883904
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## 771 -1.13150896 -0.11850546 0.10157201601 -1.091141656 -0.9716543806
## 781 -0.52447396 -0.54051919 0.46449518976 0.233944252 0.2119349808
## 791 -1.20381616 -0.17621152 0.10707369893 -1.166805071 -1.0302321703
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## 811 -0.98001183 -0.47498711 0.35333244117 -2.656187976 -1.8118746163
## 821 -1.61875236 -0.62144365 0.13612745901 0.145122431 0.2202513455
## 831 -1.05681372 -1.07857995 0.27116293791 0.438117654 0.4437580857
## 841 -0.59084036 -0.61243990 0.45720653591 0.457158174 0.4861314159
## 851 -1.12712298 -0.89531053 0.38305077014 0.233692859 0.3077481549
## 861 -0.72137866 -0.59481065 0.45908736582 0.344844171 0.3107246959
## 871 -1.09005382 -0.26303096 0.20840409981 -1.546390547 -1.5249011244
## 881 -1.20857161 -0.33543753 0.20000604076 -0.174856987 -0.1157252043
## 891 -2.91281154 -0.41488122 -0.48682779029 -7.159122505 -11.5693079884
## 901 -0.81037984 -0.36428881 0.39676272265 0.513077591 0.5818011293
## 911 -0.70950101 -0.71016630 0.45172702914 0.232061226 0.3371757145
## 921 -0.48200202 -0.29560989 0.49998874651 -0.419104232 -0.3949037415
## 931 -0.89663855 -0.25000618 0.28346073816 -0.361795863 -0.3780699669
## 941 -1.35880664 -0.23628217 0.00939303556 -4.255680951 -5.7467396489
## 951 -0.61985119 -0.71012899 0.38697350976 0.117962057 0.2466628390
## 961 -0.53553259 -0.61162739 0.44797698764 0.083021725 0.2159896164
## 971 -1.50308306 -1.08230913 0.32672116913 0.135436381 0.1141650592
## 981 -0.91820908 -0.60388200 0.41009156967 -0.745598644 -0.6526594855
## 991 -1.51671478 -1.23056802 0.32525388275 0.179099931 0.2392510909
## 1001 -1.05128230 -0.59624799 0.37325394292 0.292379453 0.2647982780
## 1011 -1.75731299 -1.33834705 0.28591730340 -0.203954666 -0.2409288004
## 1021 0.26934274 0.14261003 0.61795191839 -0.819686588 -0.7075283508
## 1031 -0.86327971 -0.60977731 0.42781569495 -1.830134038 -1.3042814663
## 1041 -0.68386918 -0.83071093 0.34038713418 -0.558426081 -0.4483876243
## 1051 -1.61037555 -1.07379831 0.28932560999 -2.184152732 -2.3770632308
## 1061 -1.06344825 -0.32624994 0.23405039654 0.370324917 0.4451002318
## 1071 -1.72402524 -0.40495631 -0.02697497944 -0.827778621 -0.7408407201
## 1081 -0.99700341 -0.86986266 0.38110996288 0.111191492 0.0807278401
## 1091 -1.09859131 -1.12116707 0.34189724896 0.346063318 0.3361314051
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## 1111 -1.94254131 -0.75976985 0.05956615620 -0.001318847 0.0277803898
## 1121 -1.23283870 -0.93289549 0.37252403957 0.211221051 0.1644160769
## 1131 -0.67696864 -0.42021140 0.46127155731 -0.002840270 0.1320624009
## 1141 -1.13789233 -0.48599649 0.29941128265 -0.572626464 -0.5083056416
## 1151 -1.39240217 -0.43749632 0.13870161749 -1.910777998 -1.9801225723
## 1161 -0.58878243 -0.28494080 0.46021173737 -2.984060486 -2.1288942368
## 1171 -1.55582997 -1.20001865 0.32214986850 0.322098599 0.3311496611
## 1181 -1.22282042 -1.07024053 0.36903819919 0.144181870 0.2301248873
## 1191 -1.46711610 -0.39460568 0.09646026160 -0.110703912 -0.0527434888
## 1201 -1.11570427 -0.87510656 0.39343226222 -1.370506015 -1.3712984667
## 1211 -1.08939839 -1.00007024 0.37922138702 -0.061815822 -0.0968913031
## 1221 -0.41910833 -0.48174874 0.49349600034 0.493773985 0.5216916647
## 1231 -1.48182631 -0.35011972 0.05846249054 -3.799212882 -4.6756758536
## 1241 -0.89833823 0.00492008 0.13904811107 -3.583298682 -4.3413938427
## 1251 -0.84404410 -0.17922689 0.30947679397 -1.436057621 -1.3888721708
## 1261 -2.58081728 -0.69366166 -0.19993987633 -5.866462795 -8.3948800240
## 1271 -2.08638470 -0.41732183 -0.24096866142 -0.558561097 -0.5395514763
## 1281 -0.81728544 -0.87131351 0.39158083565 -0.221712456 -0.2231202474
## 1291 -0.90755532 -1.06294782 0.25365819964 -0.965750290 -0.8973196092
## 1301 -0.89370717 -0.37844627 0.35982791479 0.054006192 0.0214663369
## 1311 -1.27007784 -0.71095862 0.32541287135 -0.038084713 -0.0815635217
## 1321 -0.82537644 -0.44757303 0.40945256336 -0.598405404 -0.4386260965
## 1331 -1.40740717 -1.31593429 0.31131091592 0.212031040 0.1775931451
## 1341 -2.95505721 -0.90422151 -0.17747070621 -0.569988871 -0.4376634056
## 1351 -0.76544850 -0.87159381 0.33779301883 -0.186166381 -0.1306996569
## 1361 -0.38497427 -0.54528569 0.46419741001 0.452936364 0.5231956994
## 1371 -1.00644322 -1.09214999 0.28802825067 0.345494601 0.4271751442
## 1381 -1.41016790 -0.99240136 0.33801959152 -3.520917751 -2.5467066669
## 1391 -1.79689325 -0.71460039 0.10977983543 -0.971576085 -0.8648422899
## 1401 -1.41330116 -1.39429544 0.21342204718 0.250334090 0.2137814350
## 1411 -1.91508225 -0.62402195 0.00507829889 -0.369251372 -0.3847472425
## 1421 -1.77175655 -1.30037235 0.28500923334 -0.559900667 -0.5394361503
## 1431 -1.25162827 -1.27936734 0.27299657204 0.298013263 0.2639268691
## 1441 -3.58719763 -0.55456144 -0.60983326737 -11.872915526 -24.5003433858
## 1451 -1.10766777 -0.82379566 0.38828710354 -1.702391525 -1.7941127394
## 1461 -1.43538777 -0.79887267 0.28702487989 -1.432265787 -1.3729422220
## 1471 -1.63202851 -1.43000686 0.27780090401 0.175767027 0.1988289785
## 1481 -1.17447814 -0.53113731 0.30563501988 0.257485195 0.2034951275
## 1491 -0.79169278 -0.88555880 0.35444410498 -1.092135202 -0.8510786871
## 1501 -1.64558200 -1.04139335 0.26587523852 0.127439774 0.2167077454
## 1511 -1.21727227 -1.28963807 0.27243579763 -1.286018167 -1.2634387906
## 1521 -0.65697143 -0.68267089 0.47199789837 0.483114162 0.4804770161
## 1531 -1.48411998 -0.60692978 0.19344075336 -2.568410351 -2.9198555735
## 1541 -0.88582512 -0.95267799 0.37134131361 0.229664193 0.3368991977
## 1551 0.33348619 0.45350985 0.54326029711 -0.532379484 -0.3732201333
## 1561 -1.04522175 -0.46571584 0.33033118841 0.240851793 0.3426902729
## 1571 -0.81121057 -0.53815349 0.40792566504 -0.396113790 -0.2460131205
## 1581 -0.92935015 -0.67909227 0.41720150584 0.128805442 0.2289797254
## 1591 -0.42573770 -0.20465473 0.48598485511 -0.593264766 -0.4645784702
## 1601 -0.79484155 -0.83019042 0.43059570550 -2.229227039 -2.4759366564
## 1611 0.42396700 0.46361422 0.43713887879 -0.163696184 -0.1659632417
## 1621 -1.00437795 -0.83851866 0.41314515873 -0.714534776 -0.6152968207
## 1631 -1.26272786 -0.74710121 0.31843181971 0.066706767 0.1317685583
## 1641 -1.12401890 -0.25333127 0.19197085256 -0.006907159 -0.0233693632
## 1651 -1.15830579 -1.02467165 0.32924772459 0.358430442 0.3297220562
## 1661 -1.91499068 -0.38131980 -0.05769441919 -0.049391715 -0.0797102763
## 1671 -0.82751089 -0.08693573 0.25406968535 0.184395647 0.1330613770
## 1681 -1.00915797 -0.70080047 0.31484064830 0.124439517 0.2614279460
## 1691 -1.28288393 -0.92930280 0.35985043178 -3.061331963 -2.2395692354
## 1701 -1.18309413 -0.17739980 0.09221691122 -1.391889147 -1.3701955728
## 1711 -1.22782613 -1.02137716 0.37398446253 -1.352704556 -1.3436307968
## 1721 -0.75999534 -0.85624748 0.37093476870 -0.340542608 -0.1808001927
## 1731 -0.71970004 -0.17321303 0.39917403955 -0.204757011 -0.2017673652
## 1741 -0.74129808 -0.53314950 0.45589977803 -0.212851257 -0.0566359016
## 1751 -1.30669538 -1.22468143 0.34426206613 -0.131084467 0.0000642404
## 1761 -2.35262491 -0.92542874 -0.05571966133 -0.540890330 -0.4225417661
## 1771 -1.32233597 -1.11504841 0.34225621032 -0.087496164 -0.1237764669
## 1781 -0.79912865 -0.53520305 0.43940124180 0.462943335 0.4385622034
## 1791 -1.77814210 -0.70996041 0.10844216447 -1.004372429 -0.9104151663
## 1801 -1.29071704 -0.58910864 0.26976035101 0.389665575 0.3958224592
## 1811 -0.99770115 -0.88436390 0.39811167867 -0.184851833 -0.2016239974
## 1821 -0.74345526 -0.68971981 0.44139189061 0.424119785 0.4229208104
## 1831 -1.29790967 -0.58504191 0.27316672691 -3.348302012 -2.4291449226
## 1841 -1.22424810 -0.45661558 0.24123803218 -0.103472267 -0.1377723856
## 1851 -2.12503279 -0.52569007 -0.17422911138 -1.746136073 -1.8211137173
## 1861 -1.42212632 -1.21194611 0.33539957161 -0.917633610 -0.7820772378
## 1871 -0.64433988 -0.51148853 0.47200687926 0.314244906 0.3702684852
## 1881 -0.61663396 -0.71403763 0.42032058195 -0.675309517 -0.5596431822
## 1891 -0.74564403 -0.47509922 0.44066792160 -1.495629389 -1.5134425425
## 1901 -1.38400806 -0.31435329 0.08356755950 -0.767768375 -0.6819132514
## 1911 -1.69215162 -1.04638510 0.26770439938 0.264820889 0.3028374169
## 1921 -1.61526898 -1.13824434 0.30551499644 -1.949953504 -2.0864415311
## 1931 -0.91228876 -0.08834152 0.20758638800 -0.120140207 -0.1022752595
## 1941 -0.51539039 -0.41528779 0.49945126557 -0.080851403 -0.0970778212
## 1951 -1.92882295 -0.64602869 -0.02221022747 -2.630513611 -3.1278296420
## 1961 -0.64543421 -0.71833076 0.42127944304 -0.260824965 -0.2395571065
## 1971 -1.39991810 -0.36361805 0.09796053209 -0.347036424 -0.2611255402
## 1981 -0.76668236 -0.76879309 0.42461233943 0.428947624 0.4282857667
## 1991 -0.91609398 -0.79946791 0.39498193815 -0.139437141 -0.0028930107
## 2001 -1.34683818 -1.17604943 0.34976271975 -0.913691241 -0.8003525138
## 1102 -1.16527160 -0.87838001 0.34835804907 -5.123724332 -3.4928695896
## 212 -2.03900330 -1.14267117 0.19867126160 -1.425505396 -1.2171138950
## 312 -1.61487552 -1.18622561 0.31246618590 -0.014514648 0.0318932168
## 412 -1.41171246 -0.42230532 0.17147158706 -2.819554568 -2.1443879117
## 512 -1.20051690 -0.69509400 0.34849161802 -0.031042216 -0.0839615252
## 612 -1.72036513 -0.75039350 0.18745593801 -1.577966481 -1.3251337794
## 712 -1.29380332 -0.47735131 0.24144469000 0.131687684 0.0466330871
## 812 -1.56617309 -0.49603265 0.10764123240 0.310586335 0.3055909177
## 912 -1.55847723 -0.58761784 0.16957752332 -0.034380715 0.0080892623
## 1012 -1.67845618 -0.67265582 0.17012134802 -1.611817622 -1.3469888562
## 1112 -2.92928698 -1.08110066 -0.18325419316 -1.059806983 -1.0827020654
## 1212 -2.27632365 -1.24791267 0.14649247006 -7.404696774 -4.6747463737
## 1312 -2.00759985 -1.52834151 0.23598676732 -0.440860752 -0.4588073062
## 1412 -1.19142970 -1.14954570 0.22089740712 -0.026808628 0.0821370458
## 1512 -3.48174927 -0.96075676 -0.34075777866 -1.436287654 -1.1789030100
## 1612 -2.59035804 -0.70453269 -0.23002275612 -6.699678671 -10.4706126045
## 1712 -2.76864126 -0.70916706 -0.29188397474 -8.130547049 -14.0025877290
## 1812 -1.74352122 -1.46287984 0.28431449116 0.456345056 0.4822852399
## 1912 -7.17515148 -0.99917634 -1.27426169951 -16.719573548 -47.7357539834
## 202 -0.85254081 -0.64625320 0.43399376063 -3.083883464 -3.9958086188
## 213 -0.77179033 -0.63376946 0.43473849158 0.116221788 0.0515912467
## 222 -2.16948105 -0.92763253 0.07294074894 -2.685841693 -2.0588744818
## 232 -4.95784549 -1.11458201 -0.80040745334 -9.068874159 -16.5681066288
## 242 -1.91391608 -0.45560508 -0.05079232045 -0.422879350 -0.4044724512
## 252 -2.06233191 -1.02962587 0.14163707670 -0.343101026 -0.2443677395
## 262 -0.93786165 -0.89394730 0.37931906206 0.198669404 0.2789213052
## 272 -3.73294723 -0.79170848 -0.63008118118 -4.879429959 -7.1997372449
## 282 -1.12403199 -0.86890302 0.38333323847 -1.113563511 -1.1019290770
## 292 -1.72226986 -1.30125278 0.29645799020 -1.771026820 -1.4310979058
## 302 -1.05290581 -0.76872656 0.38440628553 -2.067178911 -2.2389098468
## 313 -2.46601351 -0.69576658 -0.17765863810 -3.976059822 -2.7991418233
## 322 -2.66773111 -0.92342325 -0.15243515244 -0.935502177 -0.9386570041
## 332 -1.80690946 -1.42634883 0.25355669298 -0.671901264 -0.5666346321
## 342 -0.87217373 -0.73430639 0.40928142638 0.499493510 0.4988474549
## 352 -2.28937059 -0.68846175 -0.10012332797 -0.524354353 -0.5110823218
## 362 -2.04792273 -1.24779926 0.21779536906 -7.729683227 -4.8334032448
## 372 -1.60136844 -0.55223286 0.15314403580 -1.994292357 -1.6012514128
## 382 -1.41961526 -0.45326616 0.18190343915 -0.983833399 -0.8893130088
## 392 -1.50134941 -0.85787058 0.28269131721 0.531734903 0.5388580221
## 402 -1.34564490 -0.50219228 0.23413188800 -7.537060204 -4.7634915293
## 413 -2.55768186 -0.83585919 -0.15415096116 -8.073234205 -13.5039416320
## 422 -1.46751301 -0.64814836 0.23838326149 -3.484853197 -2.5501931259
## 432 -1.40338131 -0.77832890 0.29741895983 -0.327757360 -0.3611323690
## 442 -2.03065045 -0.52652664 -0.08069859330 -1.893869852 -2.2327391512
## 452 -4.01678894 -0.66435111 -0.59926818279 -11.600524272 -26.8958285110
## 462 -1.10942687 -0.81451217 0.38978580510 0.017108347 0.0359958655
## 472 -2.60798232 -1.03946325 -0.05608755925 -4.316241065 -3.0442155922
## 482 -1.32713123 -1.13816709 0.35277743980 0.034388454 0.0855600840
## 492 -1.23083019 -0.54823297 0.30193424866 -0.849210435 -0.7697163415
## 502 -1.79481270 -0.85078679 0.15372910508 -0.675698655 -0.5787397884
## 513 -1.58357208 -1.04807488 0.30424190649 -1.017400836 -0.9196079106
## 522 -1.28185346 -0.66849505 0.31017827558 0.220199422 0.2411679262
## 532 -1.56489629 -1.40664366 0.26574597358 -0.055693092 -0.1153582444
## 542 -1.60942531 -0.60321499 0.16303078680 -1.209880396 -1.0601440970
## 552 -1.44852423 -0.66395679 0.25575287266 -2.663398585 -2.0497577960
## 562 -1.14856078 -1.07203336 0.31036782096 -0.329741612 -0.1802741339
## 572 -1.70822261 -0.76254528 0.19226826829 -8.102831474 -5.0638370664
## 582 -1.01066827 -1.10927858 0.21178773964 -0.834324558 -0.7503768290
## 592 -0.97504066 -0.87739274 0.40192239425 -0.090785106 0.0352737524
## 602 -2.79813920 -0.80307129 -0.26581182732 -14.244956497 -34.1665096271
## 613 -1.08873619 -0.93410673 0.37730308108 0.328361801 0.2991468161
## 622 -0.66457020 -0.48082457 0.45368871426 0.250989951 0.2490091468
## 632 -12.22946852 -1.20805427 -2.00890582972 -20.539532947 -78.2722223613
## 642 -1.62251066 -1.39694517 0.29955068899 -0.530203496 -0.4030330778
## 652 -1.53745499 -1.05375091 0.31165750904 0.380566583 0.2952632798
## 662 -1.28218142 -0.57462861 0.29714331546 -6.099574820 -4.0367731441
## 672 -1.59423100 -0.79494628 0.24211395040 -0.830547107 -0.7728566237
## 682 -0.88887401 -0.82523980 0.36879724550 0.377576554 0.4102147352
## 692 -2.99188815 -1.46264697 -0.08057447742 -0.724341842 -0.6591671924
## 702 -2.21441845 -0.55135288 -0.12974131773 -1.200151174 -1.0030884106
## 713 -0.78580073 -0.56956844 0.44390685502 -0.412634819 -0.4173355802
## 722 -1.88542784 -1.52567994 0.27387487174 -1.626512194 -1.3152232396
## 732 -1.40073722 -0.64257686 0.25883075978 -1.325073205 -1.3279631648
## 742 -2.27844165 -0.84197337 0.00954970335 -0.422060440 -0.4152752798
## 752 -1.68036005 -0.78372959 0.20424183106 -5.634597310 -3.7653992126
## 762 -1.13630772 -0.94111895 0.38567507415 0.091328975 0.0259230734
## 772 -1.95724691 -0.45408865 -0.07603086641 -3.161955667 -2.3415913408
## 782 -0.86608487 -0.64664337 0.37775041842 -0.136866129 -0.1537959177
## 792 -2.04522834 -0.53347141 -0.06739492145 -3.719652654 -2.6891604463
## 802 -0.96287265 -1.09563755 0.24190055016 -1.900048791 -2.1023400334
## 813 -1.72139541 -0.76345303 0.17854646209 -7.445450435 -4.4431748104
## 822 -2.33111439 -0.83887224 -0.03855401840 -0.419797538 -0.4358494889
## 832 -1.00016896 -1.04455057 0.22756036464 0.385351511 0.3291735933
## 842 -0.96012705 -0.69434634 0.40102694402 0.072548099 0.0107930604
## 852 -1.28852033 -1.02431079 0.35652813547 -0.731580999 -0.6886298979
## 862 -0.75754511 -0.51176089 0.43929021362 -1.760033099 -1.3981782552
## 872 -1.85475454 -0.59187823 0.03549836206 -1.215513232 -1.2201296240
## 882 -1.88634333 -0.57282963 0.02719043513 -0.379801643 -0.4007841860
## 892 -7.95848242 -0.89960120 -1.40860502828 -19.792426589 -73.9985436871
## 902 -1.41701073 -0.60045629 0.24931816287 0.543310166 0.5236656919
## 913 -1.14419264 -0.77820496 0.37653239058 -0.197278693 -0.2411929694
## 922 -1.01726202 -0.40386841 0.33575269846 -3.129887787 -2.3357039369
## 932 -1.64242746 -0.53316102 0.08807856933 -1.982535803 -1.5564226196
## 942 -2.49617327 -0.47183340 -0.28282137413 -9.672462307 -18.2579710601
## 952 -1.00443981 -0.70897049 0.36374612507 0.202035686 0.1612173898
## 962 -0.94162319 -0.70965648 0.39746586051 0.239509971 0.2307362868
## 972 -1.96668923 -1.09184296 0.19968722304 -0.782789032 -0.7383612115
## 982 -1.33101364 -0.72910150 0.30754598459 -4.469657456 -3.1173213048
## 992 -2.01138649 -1.45582662 0.25703794322 0.133053983 0.0951485922
## 1002 -1.50988360 -0.77454929 0.26848948272 0.065179694 0.0051975504
## 1013 -1.98264941 -1.49613724 0.25998013242 -2.803729406 -2.0831258600
## 1022 -2.04639007 -1.49138810 0.25369060511 -0.539830259 -0.4172503283
## 1032 -1.41895931 -0.78472761 0.28769310195 -2.965504978 -2.0793421206
## 1042 -0.83995175 -0.86911586 0.30021557833 -0.172087921 -0.0547399201
## 1052 -1.96672324 -1.25280465 0.22507576558 -1.945721443 -2.0863242816
## 1062 -1.83816687 -0.68122624 0.06663733749 0.156240734 0.1595233101
## 1072 -2.19563259 -0.63984852 -0.09909530210 -0.589436063 -0.6139693113
## 1082 -1.38457611 -0.90448094 0.32030135257 -1.042652850 -0.9025810340
## 1092 -1.50051065 -1.19752079 0.31649824817 -1.088855648 -0.9501081093
## 1103 -0.94230099 -0.76511340 0.39668137823 -0.264927437 -0.1346992409
## 1113 -2.47924863 -0.91313572 -0.07780049310 -0.268242482 -0.2871630873
## 1122 -1.83095900 -1.01647441 0.22959342910 -1.430132987 -1.2222843640
## 1132 -1.25244582 -0.56085613 0.29830040374 -0.166283159 -0.2164230481
## 1142 -1.94873146 -0.69085636 0.06473077336 -4.020896012 -2.8758134751
## 1152 -1.86955005 -0.66200884 0.04291532447 -1.146622872 -1.2969385399
## 1162 -1.03262118 -0.41568923 0.33507531209 -9.753262007 -5.8341583554
## 1172 -2.00411282 -1.43218281 0.25537142433 0.338228136 0.2893822177
## 1182 -1.79342105 -1.20636230 0.27661898030 -0.023824018 -0.0790360823
## 1192 -2.21799154 -0.65540345 -0.07620195014 -0.126008442 -0.1547957952
## 1202 -1.52395840 -1.07933707 0.32185850466 -0.946511061 -0.8644575570
## 1213 -1.65680066 -1.15762251 0.29917077552 -1.634304288 -1.3533838990
## 1222 -0.67538801 -0.44077516 0.45210088117 -0.559948737 -0.5260464020
## 1232 -2.30944098 -0.66175637 -0.12790540976 -4.096851290 -5.3814946654
## 1242 -2.08912949 -0.48360401 -0.12110143511 -5.407610486 -8.1594884030
## 1252 -1.75670271 -0.59450463 0.09906097665 -0.656750795 -0.5526635743
## 1262 -5.81018677 -1.01539920 -0.91335304908 -10.014114970 -21.8915337729
## 1272 -3.23404758 -0.77705635 -0.45526638364 -1.834400282 -2.2323725921
## 1282 -1.28511360 -0.93442421 0.34634753720 -3.218256846 -2.3748237222
## 1292 -0.90568176 -1.02253376 0.23953747944 -0.571042036 -0.4503518347
## 1302 -1.59158913 -0.67584854 0.19746595559 -1.037042277 -0.9263224419
## 1313 -1.85645370 -0.84466073 0.16077139495 -2.404695260 -1.8849322049
## 1322 -1.42259305 -0.59138157 0.23681048263 0.035799544 0.0076905841
## 1332 -1.86341502 -1.44721686 0.27775553539 -0.856003196 -0.7839566238
## 1342 -2.86740580 -1.07108855 -0.09383253137 -0.065756882 0.0577839670
## 1352 -0.89826583 -0.89147721 0.27954945315 -0.655656107 -0.5367495319
## 1362 -0.48693168 -0.53066779 0.43139797815 0.525082715 0.5203891975
## 1372 -1.13973728 -1.14096297 0.25175311164 0.453783598 0.4688490462
## 1382 -1.90677479 -1.17017471 0.23627573851 -8.970987312 -5.4808753362
## 1392 -2.40660606 -1.01156145 0.00118512436 -0.574150409 -0.4740734647
## 1402 -1.63322385 -1.55705803 0.19801944172 -0.085595251 -0.1392681118
## 1413 -2.42818260 -0.77294330 -0.11986222539 -1.796786399 -1.4490314287
## 1422 -2.32776283 -1.44773949 0.18645352707 -2.149257732 -1.6734810682
## 1432 -1.63119468 -1.46624723 0.25106166142 -0.176388450 -0.2205000193
## 1442 -6.36111904 -0.88148004 -1.11601872696 -20.871824073 -77.3061487780
## 1452 -1.56894813 -1.02073125 0.30033291502 -1.193947756 -1.1407744205
## 1462 -2.00132745 -0.98945806 0.14590542315 -0.310147360 -0.2332407635
## 1472 -1.98337138 -1.56181819 0.25412105643 -0.911784198 -0.8273448784
## 1482 -1.82544262 -0.81405696 0.16303467285 -0.641275298 -0.6291954665
## 1492 -0.81726072 -0.80640726 0.33850103976 -2.344055721 -1.7605532310
## 1502 -1.77800151 -1.11188152 0.25323931838 0.374963675 0.4158017919
## 1513 -1.36808173 -1.42185032 0.25345070756 -0.944344423 -0.8942187881
## 1522 -0.76465585 -0.71771680 0.45233337902 0.472883583 0.4111434508
## 1532 -2.09378573 -0.94816013 0.09057399560 -2.577109347 -2.9810484854
## 1542 -1.10310406 -0.96270454 0.36839804693 0.174961294 0.1321335442
## 1552 -3.34994530 -1.44369056 -0.12018009312 0.237197442 0.2330123205
## 1562 -1.70248407 -0.81268028 0.19728213325 0.299577853 0.2966959713
## 1572 -1.24152312 -0.56168170 0.25657463507 0.120556891 0.1096772220
## 1582 -1.48494617 -0.76025525 0.25627159126 -0.350132841 -0.3807139639
## 1592 -0.96068364 -0.39837512 0.33161876260 -0.189746510 -0.0997703506
## 1602 -0.96563349 -0.87456428 0.41025930725 -1.543951309 -1.5371690233
## 1613 -0.78448007 -0.76014835 0.36698993758 -1.508508972 -1.2359825993
## 1622 -1.56893995 -0.96209569 0.29215462466 -2.785040443 -2.0995040220
## 1632 -1.80471656 -0.85317208 0.15973142382 0.011861372 -0.0337953504
## 1642 -1.92676643 -0.53164038 -0.01211327360 -0.810668984 -0.7482857543
## 1652 -1.64226900 -1.20679932 0.26580870549 -0.265979281 -0.3067696117
## 1662 -2.72607880 -0.65368561 -0.22292013571 -1.761737135 -1.4184356130
## 1672 -1.86445908 -0.51264235 0.01254798480 -0.560541933 -0.5511948542
## 1682 -2.06255499 -1.08775755 0.16479337886 0.005757039 -0.0378609911
## 1692 -1.71384464 -1.15570752 0.28584631374 -8.363677148 -5.1658912259
## 1702 -2.18386441 -0.61188444 -0.10981173587 -4.438736742 -6.1328801279
## 1713 -1.58711572 -1.21279620 0.31673728617 -1.025709528 -0.9718817920
## 1722 -0.97756759 -0.84350847 0.36715336212 0.228441720 0.2066980916
## 1732 -1.38238703 -0.64297533 0.25926807041 -3.664225922 -2.6319800494
## 1742 -1.33872460 -0.64727602 0.29221592768 -0.145460109 -0.1948896071
## 1752 -1.83239372 -1.36694963 0.28345841113 0.105134172 0.0601787988
## 1762 -2.84659488 -1.09813647 -0.15741393354 -1.256561557 -1.3435370704
## 1772 -1.92476994 -1.27109474 0.25314698361 -1.693012409 -1.4019522425
## 1782 -1.32388261 -0.68665937 0.31191083552 -0.400123995 -0.4203367384
## 1792 -2.31982129 -1.01115216 0.02524273515 -0.783027139 -0.6969997432
## 1802 -1.96174247 -0.80109362 0.10128420061 -0.329928620 -0.3664975101
## 1813 -1.52467335 -0.96725744 0.30584372263 -3.541911454 -2.5939458414
## 1822 -1.29677336 -0.82186195 0.34267764901 -0.538200332 -0.5422757251
## 1832 -1.98455664 -0.76506863 0.08228837141 -8.572853948 -5.2885903016
## 1842 -1.81061487 -0.66327056 0.09091037934 -1.100349160 -0.9621110453
## 1852 -2.72709887 -0.77608521 -0.27085156449 -3.636209273 -4.7196771703
## 1862 -1.96400164 -1.44498373 0.26102965535 -2.084251164 -1.6322719394
## 1872 -1.26379366 -0.62414202 0.31405643218 -0.500898230 -0.5113819016
## 1882 -0.91659334 -0.72995327 0.39569252347 -2.757653437 -2.0637525491
## 1892 -1.35995927 -0.77083843 0.30257053209 -1.068697832 -1.0077442848
## 1902 -2.11419243 -0.61860751 -0.07324487936 -1.096677553 -1.1925765236
## 1913 -2.10113064 -1.26084309 0.19911698383 0.437190063 0.4389548859
## 1922 -1.98527503 -1.32740815 0.24464377881 -1.723559123 -1.8041245265
## 1932 -1.87032598 -0.47530487 -0.02385523507 -0.594465940 -0.5719232012
## 1942 -0.96400895 -0.48231571 0.37972831318 -2.775187357 -2.0824022160
## 1952 -2.84708777 -0.91893147 -0.23174347790 -8.575786007 -15.2402059703
## 1962 -0.98167792 -0.65807918 0.39192528539 -2.429611817 -1.8521900651
## 1972 -2.10507626 -0.57538318 -0.08508444958 -0.297418208 -0.3108197608
## 1982 -1.13561402 -0.78696227 0.37200900891 -1.022208259 -0.8960571833
## 1992 -1.37098181 -0.97316650 0.30301924499 0.187840644 0.2826361379
## 2002 -1.84928552 -1.25090478 0.26872176082 -3.364414976 -2.4543593834
## calsmKGE valNSE vallnNSE valKGE valsmNSE
## 1 -0.0212278661 0.19219484 0.53769228 0.16679246 -1.965709647
## 2 0.1569548971 0.39815302 0.72944020 0.34323740 0.394559220
## 3 0.0334479280 0.30158164 0.61913776 0.24011133 -4.386732121
## 4 0.0828224326 0.54186282 0.84202244 0.49857225 -0.403644758
## 5 0.1382295196 0.36887787 0.69835018 0.29905818 -1.140193412
## 6 0.0491275625 0.43665216 0.77933547 0.42241909 0.232839394
## 7 0.3808388137 0.51773143 0.82669162 0.51126004 0.408968483
## 8 0.3793239331 0.64526002 0.84210738 0.75786351 -1.172174301
## 9 0.0853098949 0.56541723 0.85166609 0.50875439 -3.052669555
## 10 0.0947769743 0.44710013 0.77564898 0.47451968 -0.125216662
## 11 -0.4430921618 0.70655330 0.84483277 0.83210076 -6.049705435
## 12 0.0384202534 0.45413212 0.77951405 0.41238666 -3.384956843
## 13 0.2165147688 0.14306366 0.44102809 0.09574979 0.334099798
## 14 0.3627584115 0.15204310 0.43388040 0.10029341 -3.243705485
## 15 0.1872655685 0.39215927 0.76426475 0.41684375 0.248538511
## 16 0.1977466674 0.65799028 0.76946482 0.80658223 -18.747575735
## 17 0.2142971237 0.67702468 0.78161933 0.82143365 -20.932941588
## 18 0.4454092038 0.27176784 0.49298264 0.19982189 -1.762049777
## 19 -0.5102816297 -0.16989001 0.53723652 0.37225759 -43.798708553
## 20 0.4068632090 0.46844438 0.73951315 0.41895490 -11.644973628
## 21 0.3378210347 0.40447487 0.65119455 0.31061825 0.015851815
## 22 -0.0004366681 0.48213999 0.80731876 0.52031131 -0.930249261
## 23 -0.4662061093 0.16572205 0.59492382 0.51223516 -26.927228374
## 24 0.0933738772 0.66521990 0.85262540 0.74756686 -3.744943029
## 25 0.2585802748 0.50402534 0.81187821 0.55555210 -4.077802301
## 26 0.3522895937 0.37902219 0.65126695 0.28675096 -2.162760650
## 27 -0.2643858646 0.24814344 0.54563191 0.53031626 -15.216223075
## 28 0.3740032487 0.37982335 0.69274686 0.29944185 -6.907505259
## 29 0.1408936854 0.37598140 0.63753111 0.27922593 0.363283251
## 30 0.2988497527 0.31873267 0.65986266 0.26923594 -10.658538531
## 31 -0.3380031682 0.66846766 0.81821273 0.80505262 -3.725884366
## 32 0.0525697243 0.67487821 0.84362182 0.80222730 -5.643512769
## 33 0.3023561991 0.23791652 0.55887881 0.19085235 -5.835876601
## 34 0.4300431650 0.36952946 0.69256434 0.29278468 -0.366436447
## 35 -0.2084831897 0.67444330 0.86154051 0.73463805 -0.801939708
## 36 0.0619862266 0.40019736 0.69255867 0.38152613 -4.535561343
## 37 0.1895650140 0.47463552 0.80354981 0.46348388 0.155542048
## 38 -0.5783664640 0.56137452 0.84593309 0.55559298 -0.250885748
## 39 0.4280411276 0.40424089 0.72453417 0.39629176 -0.664304425
## 40 0.0078216791 0.50442073 0.82164662 0.46141553 -4.693688105
## 41 -0.0796975948 0.71705545 0.83617005 0.84340869 -24.196972020
## 42 -0.2495721074 0.46087615 0.80215924 0.44282393 -1.185553196
## 43 0.0536757265 0.36482833 0.71834362 0.32803071 -0.298360113
## 44 -0.0994101732 0.69033224 0.83924960 0.78836355 -8.416433925
## 45 0.1409791510 0.59734880 0.81804553 0.68124479 -31.939419330
## 46 -0.0099942837 0.37233109 0.68498571 0.29116421 -4.233462836
## 47 -0.2463752696 0.58828801 0.85395327 0.63196907 -1.967184228
## 48 0.0675545146 0.35133064 0.60714800 0.25781430 -4.902504450
## 49 0.3379801380 0.46769792 0.79532622 0.43321753 -6.480814133
## 50 0.1807573256 0.54096328 0.83983887 0.49096257 -5.780291424
## 51 -0.2011759837 0.37590662 0.70980651 0.30960499 -0.085998496
## 52 0.3141553683 0.42260982 0.76811359 0.38959443 -1.505703170
## 53 0.2462787231 0.20253761 0.49202446 0.14316587 0.119679890
## 54 0.0262348391 0.48017135 0.80603228 0.46877425 0.172372238
## 55 0.0047750712 0.40720111 0.75007096 0.36057421 -0.078122883
## 56 0.2383513996 0.22084445 0.51329329 0.16319725 -5.757253664
## 57 -0.2983469158 0.43388148 0.78540737 0.44572413 -4.712855752
## 58 0.3410419001 0.34824940 0.57831868 0.27667627 -6.678920561
## 59 0.2705006276 0.41576400 0.63434064 0.31886413 -4.320987320
## 60 0.0602796868 0.69492113 0.80172731 0.84025220 -38.024834105
## 61 0.3051717629 0.33122782 0.63360168 0.25307339 -0.465926463
## 62 0.2947440318 0.34883689 0.64161277 0.27059748 -2.352548577
## 63 -0.4315714977 -0.26685113 0.55580348 0.38772487 -52.056082260
## 64 0.2259930444 0.30701034 0.59596164 0.22899178 -5.793466406
## 65 0.3873594826 0.41816811 0.74229594 0.34185526 0.530937943
## 66 0.0062470245 0.26823551 0.62757446 0.27037879 -3.119558056
## 67 -0.4980492221 0.44497166 0.79011316 0.42899412 -0.276103926
## 68 0.4204681267 0.28329751 0.61581702 0.22481930 -1.192368485
## 69 0.3587899705 0.35642125 0.69178627 0.57165130 -6.339185846
## 70 0.1792626292 0.60308396 0.76182419 0.78731859 -0.274223073
## 71 0.1828969923 0.41292929 0.67800095 0.31650573 0.003759057
## 72 0.2600365109 0.39254983 0.59690985 0.29086611 0.298955595
## 73 0.3200757861 0.49212535 0.81171745 0.47107720 -7.758001090
## 74 0.2436015016 0.56259129 0.76732936 0.59028950 0.314038805
## 75 -0.0025178995 0.46140614 0.79583062 0.43180657 -2.873599577
## 76 0.2496777704 0.43903240 0.68944585 0.33683648 0.113177826
## 77 -0.4760452683 0.64789750 0.81136263 0.78961046 -1.611530007
## 78 0.4410219739 0.26289596 0.60266091 0.21894641 0.456476260
## 79 -0.5459396277 0.62687108 0.81318013 0.76540416 -1.550459321
## 80 0.3323355358 0.21986004 0.50149127 0.16019564 -9.819264968
## 81 0.1683264491 0.50149091 0.77578798 0.53737342 -10.202888780
## 82 -0.0949947233 0.61769629 0.85631393 0.65570822 -0.732921773
## 83 0.4030025432 0.21415141 0.45969931 0.16027907 0.371510165
## 84 0.2785455377 0.33450448 0.65951654 0.26548671 0.025611279
## 85 -0.0356435115 0.36067684 0.66218302 0.28393339 -0.526464368
## 86 0.1577914927 0.42769347 0.71274658 0.33921918 0.244786560
## 87 0.0858062929 0.63987128 0.87331938 0.66418866 -6.937518767
## 88 -0.4049162425 0.57818274 0.83756863 0.64330697 -1.197449065
## 89 -0.0673354105 0.17139419 0.62675964 0.55903300 -45.448684046
## 90 0.4651629557 0.49796314 0.81495357 0.45611043 -0.292722724
## 91 0.1369501692 0.33339457 0.66314081 0.26649673 -0.614945949
## 92 0.0287056153 0.44757724 0.78926666 0.39544006 -0.875082926
## 93 -0.3192751465 0.59676582 0.86863112 0.57757766 -0.991302570
## 94 0.2234316661 0.66397137 0.79510015 0.81660298 -24.659863471
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## 1351 0.4678094153 0.22179291 0.53946501 0.19154170 0.198951214
## 1361 0.4877661351 0.35243540 0.65643977 0.28350715 -0.734905445
## 1371 0.3975531380 0.22639123 0.56391648 0.19042816 -1.176289641
## 1381 0.0428613528 0.47444146 0.79950114 0.39719034 -3.659618485
## 1391 0.2387949861 0.69318669 0.87010657 0.69091927 -7.018065328
## 1401 0.2981759512 0.23900805 0.53699719 0.18679479 0.328992899
## 1411 -0.3758957927 0.70547556 0.83930681 0.75882356 -0.783125928
## 1421 0.1548891239 0.43032875 0.76333261 0.35588081 0.214858956
## 1431 0.3003868300 0.28402779 0.61361622 0.22540870 0.249219351
## 1441 -0.3081400829 0.05432468 0.46793419 0.48836475 -40.412045134
## 1451 0.3186176294 0.39624961 0.75609633 0.36266982 -9.039593119
## 1461 0.0681231521 0.55975164 0.84786279 0.54318595 -8.912699088
## 1471 0.1041060354 0.31509146 0.66814542 0.26040252 -1.274360180
## 1481 0.3266346231 0.58338374 0.86338772 0.53023742 0.386128202
## 1491 0.3869688239 0.28275184 0.60026386 0.23022280 -0.796247919
## 1501 0.2497668656 0.58056221 0.81842775 0.63826809 -2.106410488
## 1511 0.2611265401 0.32293116 0.57322472 0.23985735 -7.435609024
## 1521 0.4460634543 0.50307238 0.72762457 0.40461256 0.109001924
## 1531 0.2013661350 0.66132913 0.87473297 0.67545602 -12.310833395
## 1541 0.3516430492 0.36157769 0.65987558 0.28983043 -1.809360854
## 1551 0.2401237196 0.32802188 0.55448348 0.39961630 -5.340646357
## 1561 0.3908223973 0.55625933 0.83139573 0.54273506 -2.170647976
## 1571 0.2163794922 0.55846081 0.82426062 0.49784639 -5.217402092
## 1581 0.2151788838 0.53324978 0.84149389 0.45055659 -2.455061280
## 1591 0.3646065957 0.56483836 0.84519605 0.49466271 -5.625907387
## 1601 0.2700646413 0.41858476 0.75566877 0.34064587 -10.738783845
## 1611 0.3044673041 -0.12204959 -0.01723213 0.07748504 0.373458742
## 1621 0.2890735123 0.50373434 0.78667000 0.40865322 -0.076342025
## 1631 0.1201295875 0.59815420 0.86334354 0.51564437 -2.598535870
## 1641 -0.2535630697 0.66749075 0.84054735 0.69688265 -1.464416743
## 1651 0.3861791481 0.22585581 0.58270731 0.20976747 0.380006732
## 1661 0.1099004595 0.65032287 0.78772545 0.81423385 -0.279743278
## 1671 0.1452803866 0.64809684 0.82705027 0.68247046 -0.394454527
## 1681 0.3453265763 -0.05379900 0.31995416 0.50239034 -2.854973058
## 1691 0.1163490276 0.40299373 0.76516670 0.35886244 -3.217286228
## 1701 0.0105687306 0.72529904 0.79338120 0.85041006 -9.109970643
## 1711 0.2811463496 0.46210814 0.77750249 0.37097985 -7.756635164
## 1721 0.3090233074 0.26615491 0.60520276 0.22309959 -4.361638627
## 1731 0.2989720199 0.57603190 0.83484960 0.55765022 -0.024614373
## 1741 0.2218680963 0.44468625 0.79699501 0.39946885 -3.897288615
## 1751 0.1852299358 0.42909797 0.70270531 0.32770739 -3.472145271
## 1761 0.0598766950 0.70627434 0.83395771 0.84271279 -5.384115902
## 1771 0.2384073819 0.35511555 0.72432971 0.31020162 0.404833769
## 1781 0.4358920351 0.42994696 0.78249718 0.38330889 0.311290740
## 1791 0.2328069793 0.71537505 0.88122627 0.75611496 -6.973397999
## 1801 0.2896519574 0.62394410 0.86782274 0.56613630 -0.620576573
## 1811 0.2379475303 0.35212144 0.72511190 0.31158319 0.196045309
## 1821 0.3188334604 0.35811198 0.73079133 0.31786955 -0.335945517
## 1831 0.0726084538 0.57035210 0.84857662 0.56586757 -3.552068096
## 1841 -0.3163842512 0.62139806 0.85956874 0.61499991 -0.942113026
## 1851 -0.4696860535 0.69036248 0.68086954 0.83909919 -10.092330412
## 1861 0.2482086013 0.43383198 0.74292712 0.33953238 -0.113014463
## 1871 0.2720530192 0.38705347 0.75426498 0.35073539 -1.290949255
## 1881 0.3676331112 0.33940817 0.67649376 0.27785670 -0.319891971
## 1891 0.3005924217 0.49049211 0.80124956 0.45338200 -8.812707731
## 1901 -0.4322724431 0.71605352 0.80572240 0.81116659 -6.226442044
## 1911 0.2414809120 0.58325645 0.85353924 0.48536711 -1.250011896
## 1921 0.1993571811 0.56589340 0.81782052 0.46082112 -9.940170043
## 1931 -0.3774173377 0.67553957 0.81076550 0.74071448 -2.463452132
## 1941 0.3346746475 0.41695625 0.77938311 0.37461334 0.134663848
## 1951 0.2368004953 0.62717256 0.80265774 0.81063603 -12.956285951
## 1961 0.3544318193 0.31554166 0.67053860 0.26655793 0.159902679
## 1971 -0.2378395464 0.69981150 0.83868463 0.75134086 -4.431002192
## 1981 0.3275376009 0.35389226 0.71429466 0.30059055 -0.254792209
## 1991 0.4181965139 0.28988239 0.65108928 0.26401142 -3.338508307
## 2001 0.1629498725 0.43503475 0.73574912 0.33938841 -0.177674185
## 1102 -0.0553718214 0.33599753 0.69649691 0.29607575 -6.144903567
## 212 -0.0749324099 0.49906205 0.82707520 0.47444196 -0.580860440
## 312 -0.0766577723 0.44622783 0.77330688 0.37489393 -2.499871326
## 412 -0.1615204464 0.63709515 0.86995845 0.62953954 -2.241106523
## 512 0.0754239380 0.51431989 0.83207254 0.44440948 -0.093124016
## 612 -0.1770379807 0.54486358 0.84678797 0.55351197 -0.852961815
## 712 0.3130542647 0.60441826 0.86634617 0.58844618 0.128895587
## 812 0.3068054738 0.64977041 0.85940366 0.67750607 -2.760168918
## 912 -0.1122016759 0.65090634 0.87884143 0.61853052 -2.739655735
## 1012 -0.1280167707 0.56399527 0.84419082 0.59536855 -0.881881483
## 1112 -0.4252248455 0.68027598 0.82289032 0.84184780 -5.661526026
## 1212 -0.0353885770 0.56941669 0.85563262 0.53439374 -10.190003170
## 1312 0.0191503725 0.27576798 0.62441027 0.24883276 0.178710163
## 1412 0.3413896897 0.21321648 0.51500025 0.15998326 -3.497213921
## 1512 0.1289196092 0.43695108 0.77258765 0.49499713 -0.832354028
## 1612 -0.0531814564 0.64040461 0.74180872 0.77770290 -26.948078126
## 1712 -0.0952774556 0.60313566 0.73767161 0.76257388 -31.141713375
## 1812 0.4618543744 0.40992745 0.68235166 0.30519860 -2.255927252
## 1912 -0.7604835348 -1.68973747 0.24944222 -0.08458647 -51.350768788
## 202 0.4058334782 0.49996336 0.74129460 0.40910391 -16.774503330
## 213 0.2148980332 0.46978491 0.75103916 0.37222192 0.288766572
## 222 -0.1790700496 0.60762809 0.85767153 0.65524657 -2.141422650
## 232 -0.6288985333 -0.73669180 0.47075160 0.18013121 -30.600683308
## 242 -0.0311010953 0.70835703 0.81555922 0.82449874 -6.159216167
## 252 0.2062305183 0.59278390 0.85028175 0.62547501 -5.506378658
## 262 0.3235203983 0.41064012 0.69355923 0.31566930 -2.278376883
## 272 -0.4754494003 -0.39158531 0.41707093 0.27898797 -20.087127817
## 282 0.3787682302 0.45858081 0.76605473 0.36466751 -8.794304475
## 292 0.0632693348 0.45979900 0.76168865 0.37668836 -1.158670511
## 302 0.2129823006 0.40141811 0.74440344 0.33738989 -11.164615656
## 313 -0.1376971398 0.66023099 0.77546374 0.83013947 -4.953918645
## 322 -0.1226263856 0.69160976 0.81983309 0.84507784 -8.384788309
## 332 0.2821766305 0.31386712 0.64371566 0.26000726 -6.371682050
## 342 0.4103852527 0.43085644 0.75577382 0.34447696 -0.668910342
## 352 -0.0788454215 0.71164181 0.82709086 0.82840084 -1.779042172
## 362 -0.0170561142 0.47854175 0.80399483 0.41917973 -10.472984372
## 372 -0.0684974577 0.60199199 0.85793522 0.63058169 -1.311593361
## 382 -0.1514903643 0.63243900 0.86684550 0.63665272 -0.395247560
## 392 0.4621545190 0.41081939 0.75133265 0.36748339 -1.077307072
## 402 -0.1193740591 0.60723112 0.87257375 0.57729959 -9.884779323
## 413 -0.4065740563 0.69345605 0.81342528 0.84705118 -29.939362374
## 422 -0.1488820307 0.56794571 0.86548182 0.54038690 -3.140151530
## 432 -0.0909830618 0.52089553 0.83656059 0.46850900 -0.235001976
## 442 -0.1349361448 0.69825107 0.80845498 0.84127172 -12.432257074
## 452 -0.0248503759 0.02703847 0.47495051 0.56220061 -47.109381379
## 462 -0.1208392249 0.47503048 0.79947092 0.39564954 -1.797800939
## 472 -0.3019558191 0.67475846 0.85550923 0.75505278 -5.067954976
## 482 0.0267034823 0.45108783 0.74335471 0.35448726 -2.032627705
## 492 0.2416547070 0.54070205 0.84543980 0.49489666 -7.110523285
## 502 0.0137206749 0.63979060 0.87250433 0.61629294 -7.040706219
## 513 -0.2059146950 0.48272936 0.81317330 0.41743551 -0.265155964
## 522 0.2200214728 0.52853231 0.83573724 0.48332460 -2.432353487
## 532 0.1085330636 0.29579628 0.62982995 0.23737332 0.234688888
## 542 -0.2214867679 0.61546366 0.87181091 0.61843890 -0.551547810
## 552 -0.1997096104 0.54287219 0.85338100 0.51439334 -2.165794251
## 562 0.1679665118 0.29818726 0.63067868 0.23647722 -4.497972603
## 572 -0.3461022347 0.53461510 0.84240177 0.54459679 -10.986988409
## 582 0.3238524957 0.21196077 0.49788255 0.15588456 -6.700799660
## 592 0.2028205829 0.47040087 0.72153592 0.36726075 -3.420720527
## 602 -0.2051716998 0.64965452 0.75714793 0.80420412 -47.769378047
## 613 0.2374046176 0.42094765 0.73502863 0.32824985 -0.495590185
## 622 0.1543034438 0.44989957 0.76665046 0.36822115 -0.800575320
## 632 -0.7296778574 -2.80832665 -0.14552247 -0.33572220 -63.350677705
## 642 0.1240850179 0.40134410 0.70797860 0.30966254 -5.301114241
## 652 0.4210683089 0.51046186 0.80871574 0.42282984 0.116285237
## 662 -0.2665980929 0.44829467 0.79638178 0.45974842 -7.364674662
## 672 -0.1359912918 0.54450380 0.85595718 0.51621591 -0.262774379
## 682 0.3662613599 0.34757355 0.69082722 0.28068824 -1.325726720
## 692 0.4123790636 0.32630281 0.64643563 0.28570316 -7.112036366
## 702 0.0811464857 0.64165122 0.81191418 0.77472306 -0.983445414
## 713 0.1197959817 0.51936736 0.79923197 0.42485410 0.078824139
## 722 0.1192299523 0.46004516 0.71288524 0.35417171 -0.990708052
## 732 0.2752937041 0.57597031 0.85822327 0.54171857 -9.245626589
## 742 0.1828780470 0.44990582 0.77279018 0.48991841 0.134442360
## 752 -0.0521244245 0.58308665 0.87018517 0.55530237 -6.985359295
## 762 0.1368222194 0.49739745 0.76498307 0.39324387 0.098969652
## 772 -0.2267407127 0.67537466 0.78135451 0.83673223 -3.415000491
## 782 0.4041912937 0.35063087 0.69514414 0.28966071 0.467864855
## 792 -0.2692372338 0.68040465 0.79603169 0.83456042 -3.898050822
## 802 0.3414501547 0.25008348 0.55128374 0.18801323 -10.509058241
## 813 0.0184140838 0.56165746 0.81944386 0.67901420 -14.433548214
## 822 -0.2112779135 0.69317335 0.84961322 0.76887991 -0.612676040
## 832 0.4206459987 0.26221715 0.51659340 0.19225925 0.343950541
## 842 0.1424349573 0.43014039 0.76269600 0.35444979 0.074229445
## 852 0.0081618448 0.45482867 0.75907876 0.36258178 -0.079909090
## 862 0.1465362171 0.50536224 0.78646481 0.41615587 -1.359985220
## 872 -0.0522620277 0.70062798 0.86466391 0.74982958 -9.608819933
## 882 -0.2031915028 0.68529609 0.85444097 0.76450384 -0.690424663
## 892 -0.4911046232 -1.25863708 0.13043935 0.05619101 -63.363965476
## 902 0.4376493804 0.56145530 0.85554763 0.51619367 -0.719549855
## 913 0.0702635188 0.46670311 0.80383593 0.39842214 0.026902448
## 922 -0.1159351984 0.54607856 0.85491880 0.50540634 -2.600716708
## 932 -0.0089845759 0.66140441 0.86845157 0.70013286 -1.776207087
## 942 -0.1172634267 0.51743600 0.72238939 0.72168224 -36.210124484
## 952 0.1756015322 0.31025031 0.67617728 0.28046928 -0.182008280
## 962 0.1479395646 0.37937360 0.73995156 0.32919143 -0.976227606
## 972 -0.2197642845 0.51655129 0.83661993 0.48234627 -0.194051523
## 982 -0.0195510258 0.58731402 0.85777579 0.50765226 -5.012110076
## 992 0.0338814061 0.45552461 0.76662468 0.38173352 -0.795503014
## 1002 0.3948665465 0.52742928 0.83020851 0.45972904 0.563873572
## 1013 0.1048304705 0.43927052 0.74766378 0.35566797 -2.581316594
## 1022 0.2680193266 0.48778870 0.77591934 0.38826380 -6.477607522
## 1032 0.4094268294 0.43824537 0.77216235 0.37089987 -2.582148516
## 1042 0.3907916878 0.28249728 0.58020063 0.21388930 -4.319869651
## 1052 0.2233232629 0.62408339 0.84586941 0.51543994 -13.123569367
## 1062 0.3325468180 0.68164668 0.87531452 0.70785802 -4.510918630
## 1072 -0.1641414570 0.68010146 0.76363698 0.84068839 -5.853039254
## 1082 0.1668972419 0.34440110 0.70903453 0.32701069 -0.346918350
## 1092 0.0668829292 0.37300043 0.72249609 0.31760284 -0.367084603
## 1103 0.0780452479 0.38534897 0.72325171 0.31408101 -3.993773608
## 1113 -0.1444001331 0.70507271 0.84952782 0.82272867 -3.072276539
## 1122 -0.2223268584 0.48548749 0.82254248 0.46250852 -0.659602022
## 1132 -0.1354509483 0.50034258 0.83276946 0.47827970 -0.235556428
## 1142 -0.2312947368 0.62445410 0.85164644 0.69074708 -4.142064109
## 1152 -0.0053705688 0.69573843 0.86005720 0.77048004 -10.219385092
## 1162 -0.0990777333 0.56386193 0.84797873 0.51968503 -14.249199501
## 1172 0.2499657494 0.46598226 0.78074143 0.38561546 -0.407591572
## 1182 -0.0518676276 0.47475941 0.79900673 0.40486268 -0.267912561
## 1192 -0.1575537065 0.67267824 0.79455645 0.80925253 -1.898347818
## 1202 0.2566645666 0.50784526 0.80248572 0.41194693 -7.234197253
## 1213 -0.0051294088 0.43251102 0.77157927 0.37922120 -0.944776935
## 1222 0.1605829021 0.48202119 0.78953751 0.39775343 -0.038254320
## 1232 -0.2301362868 0.69340675 0.80484657 0.84488040 -19.336577197
## 1242 -0.2191092165 0.62566747 0.80298373 0.81563690 -24.376970002
## 1252 -0.1169023475 0.63729526 0.86010179 0.68149712 -6.115457285
## 1262 -0.0307259760 -0.19660326 0.37401137 0.47368918 -41.454454950
## 1272 -0.3040210900 0.19835865 0.56215023 0.51855613 -9.918297443
## 1282 0.0185784987 0.37029329 0.73134076 0.32663891 -3.119281447
## 1292 0.3114648919 0.24334136 0.53438021 0.18129425 -5.680933474
## 1302 0.1276290675 0.61874907 0.87599417 0.58782524 -0.188075157
## 1313 -0.2606789579 0.56243454 0.85959499 0.56091160 -1.750169649
## 1322 -0.1518771001 0.58372692 0.85841200 0.54723088 -0.981505815
## 1332 0.0051961915 0.42173569 0.73838616 0.34173021 -0.148825025
## 1342 0.2746581496 0.44827667 0.69972753 0.42160331 -3.579504940
## 1352 0.4583692522 0.26078996 0.56158385 0.20133654 0.127420410
## 1362 0.4424035798 0.39300391 0.68274303 0.29709603 -0.563056015
## 1372 0.3904200489 0.25119453 0.57030744 0.19487905 -1.004251711
## 1382 -0.2482370418 0.53365076 0.84087511 0.46384720 -12.522750306
## 1392 0.0631376239 0.68586632 0.85428466 0.73619770 -6.415376879
## 1402 0.2212641591 0.27423818 0.54559528 0.19840702 0.405800855
## 1413 -0.1286549034 0.70835268 0.83318262 0.84185837 -1.999283292
## 1422 0.0851386348 0.45974712 0.79065876 0.43442916 -1.646049187
## 1432 0.1701685486 0.31650540 0.63980122 0.24762944 0.333755306
## 1442 -0.7197977221 -1.08126997 0.32186159 0.09349804 -63.872673743
## 1452 0.2547322580 0.41125128 0.76178612 0.38012289 -8.281499392
## 1462 -0.1830352326 0.61982825 0.87423862 0.61250695 -4.730639031
## 1472 -0.0159151985 0.37740711 0.70495934 0.31053395 -0.156072354
## 1482 0.0688217998 0.59804936 0.86573900 0.59303396 0.089723730
## 1492 0.2588998476 0.31029177 0.61850041 0.23977159 -2.005051780
## 1502 0.3796749891 0.57100854 0.82226969 0.61522164 -2.474908316
## 1513 0.3406799932 0.34956781 0.57494296 0.24843864 -7.798650615
## 1522 0.4556217088 0.53304313 0.74154438 0.41605874 0.096704053
## 1532 0.2079368874 0.66422244 0.87895062 0.69057640 -14.700357509
## 1542 0.1450585965 0.40882113 0.71049656 0.32192620 -0.107435862
## 1552 0.1430535646 0.32271066 0.67173205 0.34656150 -0.796860729
## 1562 0.2677168538 0.57369711 0.84775169 0.57946543 -2.061822763
## 1572 0.1162272240 0.61044525 0.84404229 0.57978265 -2.876276689
## 1582 -0.1160544880 0.58910486 0.86871261 0.52047966 -0.223012914
## 1592 0.1921499892 0.60821400 0.86673608 0.53994887 -5.103288164
## 1602 0.1624064815 0.44810271 0.76941249 0.35811971 -9.379310592
## 1613 0.1303969061 0.21564708 0.57457844 0.19404039 -0.837973238
## 1622 0.0585235547 0.54767039 0.83178568 0.46391444 -2.509750675
## 1632 -0.0601563212 0.64605843 0.88040189 0.59014420 -1.136664987
## 1642 -0.1739755176 0.69196948 0.83627828 0.79581583 -0.863499591
## 1652 0.1877359876 0.26666998 0.61423191 0.24258691 0.382961871
## 1662 -0.0319708319 0.68621465 0.86295982 0.76324308 -1.284117776
## 1672 -0.0634312453 0.65976966 0.83004636 0.76473488 -0.732562886
## 1682 0.2127736635 0.50478988 0.79207432 0.49976283 0.198579068
## 1692 -0.0789025811 0.44475897 0.78744513 0.39355541 -11.729357833
## 1702 -0.0924765751 0.70026271 0.79766153 0.84951001 -20.719188131
## 1713 0.3091009245 0.47730598 0.77377623 0.38009303 -7.871468187
## 1722 0.1467537153 0.35070769 0.68533914 0.27979667 -0.537788023
## 1732 0.0359947688 0.62569844 0.87869108 0.57268000 -3.785638967
## 1742 -0.1777788861 0.49422126 0.83076504 0.46496753 -0.230332196
## 1752 0.0960148037 0.48041121 0.76869664 0.38453283 -0.171971373
## 1762 0.1053841316 0.68203752 0.84021519 0.84206450 -10.084180198
## 1772 -0.0720076706 0.39165969 0.74937786 0.37208098 -0.965479001
## 1782 0.1617969120 0.47261225 0.80970110 0.44528986 0.224294396
## 1792 0.2745567825 0.70188725 0.87688848 0.76868774 -8.085062914
## 1802 -0.0991725268 0.64264906 0.86506598 0.64738978 -0.086535689
## 1813 -0.1667601877 0.41223944 0.77196763 0.38426207 -3.546500595
## 1822 -0.0891115828 0.41536338 0.77551110 0.38075546 -0.004330710
## 1832 -0.3122370752 0.60775518 0.85919349 0.65776667 -11.557018449
## 1842 -0.1006552806 0.67699604 0.88108085 0.69860881 -0.919217571
## 1852 -0.3640922221 0.60317194 0.66263882 0.76613701 -16.867301808
## 1862 0.1512396875 0.45250244 0.76314400 0.36535228 -1.420707435
## 1872 -0.1851513946 0.45450246 0.80638030 0.43480475 -0.036855534
## 1882 0.1119748408 0.39726540 0.73104323 0.31986470 -2.612676957
## 1892 0.1843501547 0.52925016 0.82477684 0.48532417 -8.574769349
## 1902 -0.2191359400 0.69554544 0.80490586 0.84743613 -8.199727894
## 1913 0.3476490644 0.58446084 0.84258837 0.49590067 -1.800423578
## 1922 0.2352091089 0.58104919 0.81532248 0.47378365 -11.182911999
## 1932 -0.1606988782 0.70167126 0.82861641 0.83059776 -1.691455641
## 1942 0.0876905700 0.46934946 0.81744314 0.43563416 -2.566521020
## 1952 -0.0092944065 0.55337682 0.78546635 0.73822107 -32.710298963
## 1962 0.1160989340 0.38764878 0.74438499 0.33649194 -2.162688823
## 1972 -0.0599957217 0.70330246 0.83508199 0.82138924 -4.881508130
## 1982 0.0898672460 0.42069411 0.76869351 0.36639373 -0.373568259
## 1992 0.4206184617 0.31190828 0.65634496 0.27069270 -2.925522105
## 2002 0.0375156056 0.48870631 0.79735769 0.41005277 -3.385827651
## valsmlnNSE valsmKGE treatment
## 1 -1.864396030 0.0719710843 SSURGO
## 2 0.360281946 0.3339264598 SSURGO
## 3 -5.465321830 0.1571165907 SSURGO
## 4 -0.461987441 0.0813235750 SSURGO
## 5 -1.214908404 0.2009416899 SSURGO
## 6 0.193894733 0.1882127458 SSURGO
## 7 0.407343127 0.3569538080 SSURGO
## 8 -1.370516828 0.2189985645 SSURGO
## 9 -3.624312681 0.1337726997 SSURGO
## 10 -0.185566131 0.1745541398 SSURGO
## 11 -8.355145522 -0.5417018672 SSURGO
## 12 -3.015658417 0.1082720333 SSURGO
## 13 0.362924727 0.3828176855 SSURGO
## 14 -4.062099824 0.4650919024 SSURGO
## 15 0.209025133 0.2568685100 SSURGO
## 16 -34.278725033 -0.2359420019 SSURGO
## 17 -40.371860777 -0.2887914549 SSURGO
## 18 -2.084574344 0.4839921558 SSURGO
## 19 -129.300004482 -0.7673087171 SSURGO
## 20 -17.948180369 0.3048745238 SSURGO
## 21 0.034404219 0.4757111430 SSURGO
## 22 -0.956450100 0.0743841898 SSURGO
## 23 -58.699599955 -0.7243999351 SSURGO
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## 29 0.335767933 0.3044523534 SSURGO
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## 53 0.154153265 0.4041735507 SSURGO
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## 62 -2.749948549 0.2951517831 SSURGO
## 63 -182.061224015 -0.8228583295 SSURGO
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## 65 0.541159088 0.4647442787 SSURGO
## 66 -2.827204534 0.1152733941 SSURGO
## 67 -0.252595107 -0.2390173841 SSURGO
## 68 -1.400559530 0.5525113483 SSURGO
## 69 -8.644077439 0.3887401271 SSURGO
## 70 -0.325892491 0.0048794903 SSURGO
## 71 0.044644792 0.2632565888 SSURGO
## 72 0.273316756 0.3465834605 SSURGO
## 73 -10.956319110 0.3648266391 SSURGO
## 74 0.344774752 0.3473533022 SSURGO
## 75 -2.627578100 -0.0040624847 SSURGO
## 76 0.152411273 0.3595049473 SSURGO
## 77 -1.596110383 -0.4853762477 SSURGO
## 78 0.434830269 0.5024906047 SSURGO
## 79 -1.519510331 -0.5007830922 SSURGO
## 80 -14.690047869 0.4011916465 SSURGO
## 81 -7.135349615 0.1918442953 SSURGO
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## 83 0.412204345 0.4985172998 SSURGO
## 84 0.061322009 0.3451356677 SSURGO
## 85 -0.501073274 0.1052795662 SSURGO
## 86 0.221695290 0.1900210118 SSURGO
## 87 -9.400465937 -0.1077243730 SSURGO
## 88 -1.282130737 -0.3465006544 SSURGO
## 89 -142.653931610 -0.6235375689 SSURGO
## 90 -0.322568784 0.5642271269 SSURGO
## 91 -0.613350573 0.2121057985 SSURGO
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## 93 -1.004496212 -0.5386567078 SSURGO
## 94 -51.027549714 -0.2959081758 SSURGO
## 95 -1.410003747 0.2761151847 SSURGO
## 96 -1.801410852 0.3702529232 SSURGO
## 97 -0.053308393 -0.0006639113 SSURGO
## 98 -1.378512956 0.0411649579 SSURGO
## 99 -1.592394145 0.2395173086 SSURGO
## 100 0.561815505 0.5026599828 SSURGO
## 101 0.147169303 0.2017708937 SSURGO
## 102 -10.915979425 0.3163482606 SSURGO
## 103 -2.444734288 0.5347056778 SSURGO
## 104 -4.976616472 0.4726504570 SSURGO
## 105 -23.013211474 0.1350226295 SSURGO
## 106 -1.266584161 0.1562742841 SSURGO
## 107 -7.302815830 -0.5305665059 SSURGO
## 108 0.242299581 0.3757588605 SSURGO
## 109 0.297163446 0.2433181048 SSURGO
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## 112 0.237866625 0.1492479962 SSURGO
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## 122 0.213221377 0.3035886257 SSURGO
## 123 -26.563788378 -0.3255641187 SSURGO
## 124 -34.627075810 -0.4918676718 SSURGO
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## 129 -7.190664468 0.4091930801 SSURGO
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## 131 -0.131748277 -0.1493442270 SSURGO
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## 140 0.486272414 0.4234446764 SSURGO
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## 180 0.088932297 0.2394888384 SSURGO
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## 1100 -0.793250821 0.0956481725 RSS
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## 1601 -16.133257485 0.2722793845 RSS
## 1611 0.356840554 0.3522622671 RSS
## 1621 -0.124554486 0.3625068052 RSS
## 1631 -3.018050323 0.0261555414 RSS
## 1641 -1.610917239 -0.2779155799 RSS
## 1651 0.420841192 0.4569161484 RSS
## 1661 -0.281333067 -0.2452477782 RSS
## 1671 -0.394804319 0.1010865627 RSS
## 1681 -3.357415411 0.1638450157 RSS
## 1691 -2.899129545 0.0565287963 RSS
## 1701 -13.181557174 -0.1264937910 RSS
## 1711 -10.947032736 0.3605022007 RSS
## 1721 -5.457087541 0.2111843193 RSS
## 1731 -0.047974272 -0.1275519121 RSS
## 1741 -4.755057398 0.0947023013 RSS
## 1751 -4.215603329 0.2373191949 RSS
## 1761 -7.020680223 -0.0949128886 RSS
## 1771 0.396507860 0.3030729909 RSS
## 1781 0.348665468 0.4454079201 RSS
## 1791 -9.513133800 0.2164249901 RSS
## 1801 -0.626955310 0.2609488478 RSS
## 1811 0.165829159 0.1571689672 RSS
## 1821 -0.307267282 0.2570983558 RSS
## 1831 -3.184564063 -0.2460257303 RSS
## 1841 -0.993952920 -0.4564174967 RSS
## 1851 -15.002106837 -0.5399370867 RSS
## 1861 -0.149580502 0.4371072314 RSS
## 1871 -1.383344102 0.1460390135 RSS
## 1881 -0.356914768 0.3359882421 RSS
## 1891 -12.587161900 0.2022751007 RSS
## 1901 -8.298063846 -0.4450578810 RSS
## 1911 -1.371232348 0.3308035055 RSS
## 1921 -14.771673223 0.3355053047 RSS
## 1931 -2.867322412 -0.3872981451 RSS
## 1941 0.100353716 0.1474706492 RSS
## 1951 -20.750851726 -0.0920311635 RSS
## 1961 0.117531284 0.3044162396 RSS
## 1971 -5.536111686 -0.3561473533 RSS
## 1981 -0.214918371 0.2120908267 RSS
## 1991 -4.152050490 0.4097941296 RSS
## 2001 -0.230677949 0.2175917842 RSS
## 1102 -5.169292983 -0.1876111290 Static
## 212 -0.634946569 -0.0651411317 Static
## 312 -2.839110419 -0.5791179352 Static
## 412 -2.112120404 -0.5763926766 Static
## 512 -0.061102104 -0.1214454360 Static
## 612 -0.883327973 -0.4439534926 Static
## 712 0.131853101 0.2058189730 Static
## 812 -3.429064568 -0.0304073356 Static
## 912 -3.176857086 -0.4371342070 Static
## 1012 -0.911899443 -0.2881119526 Static
## 1112 -8.180793741 -0.5517102316 Static
## 1212 -7.988400257 -0.0775617112 Static
## 1312 0.145053051 0.1133690973 Static
## 1412 -4.406396951 0.4398906157 Static
## 1512 -0.858375261 -0.1187125873 Static
## 1612 -57.536132611 -0.3526577440 Static
## 1712 -72.813211095 -0.4079508357 Static
## 1812 -2.753498554 0.4949900724 Static
## 1912 -178.742656520 -0.8721459051 Static
## 202 -28.708239255 0.2324854706 Static
## 213 0.295326664 0.2878496825 Static
## 222 -2.024786188 -0.4303353564 Static
## 232 -72.944054905 -0.7546812129 Static
## 242 -8.486225333 -0.3959943083 Static
## 252 -7.235174673 0.1519220412 Static
## 262 -2.732693217 0.4257377912 Static
## 272 -42.125990533 -0.6578993583 Static
## 282 -12.778501181 0.3755257530 Static
## 292 -1.155784545 0.0580488868 Static
## 302 -16.932193970 0.2514887718 Static
## 313 -4.656548459 -0.5144515915 Static
## 322 -12.345639042 -0.4164285072 Static
## 332 -8.663874822 0.3688520150 Static
## 342 -0.740690967 0.4926764462 Static
## 352 -2.112065146 -0.4789924364 Static
## 362 -8.170263820 -0.0309725335 Static
## 372 -1.302105614 -0.3324396305 Static
## 382 -0.427486510 -0.5879956908 Static
## 392 -1.236897608 0.5081159201 Static
## 402 -7.811804137 -0.5229823983 Static
## 413 -66.517695636 -0.6652134894 Static
## 422 -2.857086082 -0.5754305047 Static
## 432 -0.233098252 -0.5903880424 Static
## 442 -20.304899649 -0.5500511510 Static
## 452 -151.539171370 -0.5916292189 Static
## 462 -1.961021433 -0.4820131339 Static
## 472 -4.362686555 -0.5092523232 Static
## 482 -2.252925750 -0.0507434379 Static
## 492 -9.848363882 0.3346130245 Static
## 502 -9.501517501 -0.4334963659 Static
## 513 -0.308295507 -0.5321578783 Static
## 522 -2.875568063 0.1895082338 Static
## 532 0.241239870 0.1977016804 Static
## 542 -0.588995174 -0.5805921692 Static
## 552 -2.048059324 -0.5312051915 Static
## 562 -5.642552433 0.1399117671 Static
## 572 -8.553243160 -0.5948910419 Static
## 582 -9.303690720 0.4253428625 Static
## 592 -4.164143217 0.2238534295 Static
## 602 -149.135783653 -0.5287378079 Static
## 613 -0.503549781 0.2697039173 Static
## 622 -0.802234856 0.0156448762 Static
## 632 -296.518130600 -0.9207422077 Static
## 642 -6.875960280 0.2068705832 Static
## 652 0.143465416 0.4036722770 Static
## 662 -6.060083745 -0.5084852685 Static
## 672 -0.293691469 -0.5955929178 Static
## 682 -1.547813631 0.5022235061 Static
## 692 -9.988412141 0.4360053571 Static
## 702 -1.045596619 -0.2837902680 Static
## 713 0.060094177 -0.0100439816 Static
## 722 -0.996751000 0.1553337524 Static
## 732 -13.473857292 0.3099057691 Static
## 742 0.100712980 0.1307583201 Static
## 752 -5.781816508 -0.3386217050 Static
## 762 0.123614568 0.2070156421 Static
## 772 -3.199583269 -0.4774035554 Static
## 782 0.439241400 0.4730343970 Static
## 792 -3.492583078 -0.4780728375 Static
## 802 -16.026485886 0.4131965786 Static
## 813 -9.961151852 0.2284642218 Static
## 822 -0.646069713 -0.5600947153 Static
## 832 0.380097460 0.5255595888 Static
## 842 0.095174885 0.1446332484 Static
## 852 -0.117864543 -0.0467138492 Static
## 862 -1.331825462 0.0683587111 Static
## 872 -14.061973401 -0.4222579759 Static
## 882 -0.734125412 -0.5544569026 Static
## 892 -304.172508770 -0.7615852394 Static
## 902 -0.807776667 0.5088197214 Static
## 913 0.039442710 -0.1429863962 Static
## 922 -2.414886517 -0.5851950108 Static
## 932 -1.746839667 -0.4805138413 Static
## 942 -93.033101174 -0.4452466387 Static
## 952 -0.139636117 0.0140875300 Static
## 962 -1.035585987 0.1299418542 Static
## 972 -0.226152794 -0.6077201494 Static
## 982 -4.321971245 -0.3138098590 Static
## 992 -0.813311930 -0.0504753209 Static
## 1002 0.562176769 0.4929478392 Static
## 1013 -2.358464947 0.1176220971 Static
## 1022 -8.851562806 0.3060603775 Static
## 1032 -2.265908244 0.5463480276 Static
## 1042 -5.627456444 0.4743049650 Static
## 1052 -20.594964152 0.0357936817 Static
## 1062 -5.912154658 -0.0511474046 Static
## 1072 -8.293021701 -0.5575363368 Static
## 1082 -0.408128902 0.1602183768 Static
## 1092 -0.413359641 0.0147581267 Static
## 1103 -4.870592237 -0.0012212658 Static
## 1113 -3.969889869 -0.4643669261 Static
## 1122 -0.699334563 -0.5385841296 Static
## 1132 -0.214491746 -0.5838085394 Static
## 1142 -3.655142412 -0.4721907110 Static
## 1152 -15.739236721 -0.5240217739 Static
## 1162 -10.649069826 -0.3212426031 Static
## 1172 -0.416569498 0.3645020284 Static
## 1182 -0.246427919 -0.1531463023 Static
## 1192 -2.218606585 -0.5067346157 Static
## 1202 -10.073715239 0.3505629286 Static
## 1213 -0.967990095 -0.0424069996 Static
## 1222 -0.077204726 0.0271002048 Static
## 1232 -35.190647807 -0.5575821024 Static
## 1242 -50.317665614 -0.6344346453 Static
## 1252 -8.026070804 -0.3973202796 Static
## 1262 -121.651717719 -0.6057311514 Static
## 1272 -18.391629102 -0.6515458178 Static
## 1282 -2.834229840 -0.1827074767 Static
## 1292 -7.616364195 0.3912885606 Static
## 1302 -0.256673455 0.1449518472 Static
## 1313 -1.690529072 -0.5923686343 Static
## 1322 -1.004978284 -0.5803226042 Static
## 1332 -0.190694057 -0.0832718232 Static
## 1342 -4.445832539 0.3101782209 Static
## 1352 0.101052216 0.6050479526 Static
## 1362 -0.626737835 0.5179681206 Static
## 1372 -1.121175853 0.4583829595 Static
## 1382 -9.555128778 -0.5316737005 Static
## 1392 -8.586042672 -0.1017577887 Static
## 1402 0.400925567 0.3402332831 Static
## 1413 -2.089754529 -0.4897131916 Static
## 1422 -1.583690644 0.0140888648 Static
## 1432 0.317811138 0.2532228771 Static
## 1442 -292.215240667 -0.8429177176 Static
## 1452 -11.771592044 0.2903430162 Static
## 1462 -5.942997852 -0.5898049596 Static
## 1472 -0.198701565 -0.0536589408 Static
## 1482 0.032872285 0.1353099301 Static
## 1492 -1.868650516 0.3638946915 Static
## 1502 -2.955335456 0.3592018749 Static
## 1513 -11.127881741 0.4222589145 Static
## 1522 0.124782750 0.4888182032 Static
## 1532 -23.961495948 0.0389383149 Static
## 1542 -0.066435788 0.1424264580 Static
## 1552 -0.801501960 0.0688823452 Static
## 1562 -2.432989815 0.2538702528 Static
## 1572 -3.392468924 -0.4649943505 Static
## 1582 -0.222019063 -0.5964843035 Static
## 1592 -6.600950235 0.0479970970 Static
## 1602 -13.558170264 0.1878398132 Static
## 1613 -0.862736347 0.1224011678 Static
## 1622 -2.329130481 0.0519173507 Static
## 1632 -1.209634166 -0.5250896453 Static
## 1642 -0.928140470 -0.5121630261 Static
## 1652 0.348672553 0.3228664548 Static
## 1662 -1.287562376 -0.4126858173 Static
## 1672 -0.816780896 -0.3510415419 Static
## 1682 0.211700127 0.1328776701 Static
## 1692 -9.025405221 -0.1325772057 Static
## 1702 -39.677204047 -0.4066927513 Static
## 1713 -11.184619999 0.3870877342 Static
## 1722 -0.511011649 0.0329233046 Static
## 1732 -3.370255157 -0.4472399785 Static
## 1742 -0.203609560 -0.5449822562 Static
## 1752 -0.127114507 0.0522777113 Static
## 1762 -15.542764207 -0.3618842546 Static
## 1772 -0.991373308 -0.1170352676 Static
## 1782 0.175175851 0.2204771330 Static
## 1792 -11.364671198 0.1499902567 Static
## 1802 -0.094451441 -0.2989252869 Static
## 1813 -3.183243881 -0.4327918383 Static
## 1822 -0.025983949 -0.2574205355 Static
## 1832 -8.928319282 -0.5775319717 Static
## 1842 -0.952312115 -0.5190489737 Static
## 1852 -30.341403706 -0.6383693575 Static
## 1862 -1.381738655 0.2880848437 Static
## 1872 -0.045683641 -0.5389412725 Static
## 1882 -2.410258327 0.0835610751 Static
## 1892 -12.154062604 0.0896993281 Static
## 1902 -12.436562703 -0.5725769151 Static
## 1913 -2.087541645 0.3136190550 Static
## 1922 -16.922906288 0.2316625397 Static
## 1932 -2.043417989 -0.4885369605 Static
## 1942 -2.378316299 -0.1613631433 Static
## 1952 -79.208247092 -0.3787343487 Static
## 1962 -2.035281848 0.0381127237 Static
## 1972 -6.533412009 -0.5003269764 Static
## 1982 -0.420367804 -0.0016750433 Static
## 1992 -3.642584254 0.4899864351 Static
## 2002 -3.038375061 0.0001488719 Staticplot(ssurgodist$calKGE, ssurgodist$calsmKGE, pch = 19, xlab = "Streamflow KGE", ylab = "Soil Moisture KGE")
combineddist$weightedcal<- rowMeans(combineddist[,c("calKGE","calsmKGE")],)
ordereddist <- combineddist[order(-combineddist$weightedcal),]
ordereddist[ordereddist$treatment=="Static",]## m k soil_dep m_v k_v gw1 gw2
## 1522 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 1362 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 202 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 342 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 782 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 282 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 1812 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 392 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 1352 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 682 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 652 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 1992 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 262 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 1032 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 1042 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 902 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 1002 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 213 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 832 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 1372 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1502 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 1713 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 613 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 1222 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 622 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 592 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 1492 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 302 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 1513 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 862 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 802 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 1202 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 1602 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 713 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 1412 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 1452 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 712 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 1292 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 1913 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 962 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 492 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 842 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 952 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 332 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 582 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 732 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 522 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 1592 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 762 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 1022 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 1722 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 1542 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 1962 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 1882 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 1172 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 1613 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 1082 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 1892 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 1922 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 562 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 1103 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 1782 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 1942 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 1562 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 1982 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 1652 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 1052 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 913 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 512 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 642 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 1432 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 1402 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 812 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 1862 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 1062 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 722 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 1092 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 482 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 1752 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 1682 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 532 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 1572 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 1282 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 1013 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 852 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 292 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 1622 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 252 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 692 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 1302 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 2002 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## 1792 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 1532 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 1732 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 1213 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 1102 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 992 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 982 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 1332 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1422 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 462 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 1312 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 1822 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 1472 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 1162 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 312 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 1482 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 1182 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 922 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 1692 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 432 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 362 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 813 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 742 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 1772 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 1342 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 502 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 1132 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 752 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 1582 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 1813 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 1872 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 212 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 402 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 1742 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 1212 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 672 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 1632 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 513 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 422 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 1322 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 372 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 932 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 1392 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 912 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 552 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 1012 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 1152 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 662 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 382 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 1552 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 612 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 412 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 1122 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 1802 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 1842 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 1382 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 872 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 1252 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 972 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 1462 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 702 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 1672 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 1762 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 542 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 242 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 1313 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 222 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 1972 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 572 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 1142 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 882 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 352 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 1932 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 1642 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 1702 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 1512 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 442 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 1113 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 1832 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 1192 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 1952 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 1413 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 822 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 1662 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 1072 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 322 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 1612 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 1902 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 772 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 313 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 792 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 1242 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 1232 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 472 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 1712 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 942 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 602 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 413 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 1112 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 452 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 1852 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1272 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 1262 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 272 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 232 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 1442 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 892 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 1912 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 632 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 1522 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.45916297
## 1362 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.41852945
## 202 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.46679611
## 342 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.41894776
## 782 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.42820353
## 282 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.47544677
## 1812 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.38642848
## 392 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.47367856
## 1352 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.33975979
## 682 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.36725757
## 652 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.47483903
## 1992 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.40438409
## 262 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.39006563
## 1032 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.47687553
## 1042 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.34132195
## 902 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.54110312
## 1002 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.52454805
## 213 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.43881740
## 832 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.29843291
## 1372 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.29213356
## 1502 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.41035150
## 1713 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.42482706
## 613 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.42851130
## 1222 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.46334335
## 622 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.45154690
## 592 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.41747576
## 1492 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.36879673
## 302 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.46400861
## 1513 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.31071869
## 862 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.46083695
## 802 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.26593394
## 1202 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.45911643
## 1602 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.42895914
## 713 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.46938370
## 1412 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.29201691
## 1452 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.45508949
## 712 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.58853996
## 1292 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.27402997
## 1913 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.47805441
## 962 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.41442451
## 492 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.56925830
## 842 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.45355581
## 952 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.38864519
## 332 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.35073583
## 582 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 0.26194838
## 732 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.57685305
## 522 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.54162727
## 1592 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.57185955
## 762 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.44140631
## 1022 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 0.42621852
## 1722 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.38585887
## 1542 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.37301337
## 1962 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.43540983
## 1882 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.41128252
## 1172 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.40254779
## 1613 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 0.28678170
## 1082 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.41480750
## 1892 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.53661100
## 1922 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.45383519
## 562 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.32353331
## 1103 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.40829127
## 1782 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.51629680
## 1942 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.48900351
## 1562 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.54113174
## 1982 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.42685546
## 1652 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.36817767
## 1052 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.47868978
## 913 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.45255504
## 512 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.50355921
## 642 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.38249280
## 1432 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.31200670
## 1402 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.28142280
## 812 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.54311245
## 1862 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.39938768
## 1062 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.52777475
## 722 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.37027879
## 1092 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.35935591
## 482 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.39594038
## 1752 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.39686632
## 1682 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 0.45380968
## 532 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.30450810
## 1572 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.49997127
## 1282 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.40767450
## 1013 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.36126875
## 852 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.42334241
## 292 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.37688690
## 1622 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.47140865
## 252 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.50319592
## 692 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.36595511
## 1302 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.55869700
## 2002 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.40902709
## 1792 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.48873031
## 1532 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.51480946
## 1732 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.52860074
## 1213 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.39453287
## 1102 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.38658640
## 992 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.41814231
## 982 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.51353485
## 1332 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.36348228
## 1422 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.39185978
## 462 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.44201137
## 1312 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.31495189
## 1822 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.43994833
## 1472 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.33761707
## 1162 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.51878374
## 312 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.42077832
## 1482 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.52041450
## 1182 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.43608647
## 922 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.52551679
## 1692 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.41656576
## 432 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.50113467
## 362 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.40547030
## 813 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.43777155
## 742 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.43403797
## 1772 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.37982972
## 1342 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.43082447
## 502 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.51429818
## 1132 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.49902751
## 752 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.51344963
## 1582 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.51736317
## 1813 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.42071435
## 1872 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.49064656
## 212 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.43745087
## 402 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.54828012
## 1742 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.49574719
## 1212 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.43095282
## 672 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.48631475
## 1632 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.50168605
## 513 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.43152663
## 422 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.51735822
## 1322 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.51784206
## 372 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.53623323
## 932 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.51583805
## 1392 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.48093502
## 912 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.55708990
## 552 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.52149878
## 1012 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.54312636
## 1152 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.47571086
## 662 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.49976833
## 382 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.54674947
## 1552 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 0.41160020
## 612 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.50360657
## 412 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.56792335
## 1122 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.44302322
## 1802 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.52000140
## 1842 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.52001516
## 1382 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.45247976
## 872 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.53222712
## 1252 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.54914289
## 972 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.45073314
## 1462 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.49909179
## 702 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.42637857
## 1672 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.54595912
## 1762 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.33690734
## 542 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.55338884
## 242 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.53960296
## 1313 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.49468157
## 222 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.47780604
## 1972 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.45286264
## 572 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.49242847
## 1142 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.51683645
## 882 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.51604259
## 352 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.46374044
## 1932 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.51914626
## 1642 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.51542582
## 1702 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.47678652
## 1512 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.51504976
## 442 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.47458300
## 1113 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.43357012
## 1832 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.49367401
## 1192 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.48119062
## 1952 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.28821905
## 1413 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.41967261
## 822 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.49238981
## 1662 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.45959901
## 1072 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.43903739
## 322 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.38823370
## 1612 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.39149710
## 1902 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.45255495
## 772 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.47125598
## 313 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.39808639
## 792 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.48309103
## 1242 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.41011326
## 1232 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.43544205
## 472 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.42678319
## 1712 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.33623052
## 942 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.30531882
## 602 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.37283641
## 413 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.40914355
## 1112 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.35110117
## 452 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 -0.15833085
## 1852 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.33444192
## 1272 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.08633359
## 1262 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 -0.51833548
## 272 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 -0.25546973
## 232 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 -0.57361903
## 1442 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.88261754
## 892 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 -0.97354312
## 1912 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -1.12772878
## 632 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -1.90713474
## lnNSE KGE smNSE smlnNSE smKGE
## 1522 0.26978656 0.42724494 0.474812940 0.442655313 0.415815478
## 1362 0.37317076 0.38077602 0.423835067 0.454580782 0.419377242
## 202 0.40624894 0.45060970 -4.550213573 -5.959673972 0.326968339
## 342 0.36871613 0.40305148 0.389816611 0.425990048 0.391432275
## 782 0.44294499 0.42490257 0.061945654 0.023399418 0.386912654
## 282 0.32008531 0.45338376 -1.954278049 -2.056186643 0.334337764
## 1812 0.07581194 0.37283287 0.138840075 0.211300375 0.404295013
## 392 0.39957125 0.49472768 0.358207430 0.408242393 0.425865984
## 1352 0.23859775 0.32733283 -0.379537723 -0.315996443 0.450198230
## 682 0.33604389 0.35367667 0.206778955 0.274485232 0.358598493
## 652 0.27000040 0.47806887 0.407271422 0.352082985 0.369588866
## 1992 0.32752624 0.41501093 -0.157475227 -0.036995991 0.393550524
## 262 0.26370481 0.36132596 -0.060280881 0.051128887 0.312749798
## 1032 0.40530927 0.49723337 -2.509284608 -1.783687353 0.400293800
## 1042 0.25045324 0.31225237 -0.622968270 -0.504854610 0.369312139
## 902 0.53471988 0.58785323 0.416190680 0.439080951 0.410187644
## 1002 0.40852147 0.54683935 0.228855794 0.162560346 0.376361962
## 213 0.40141580 0.41331867 0.229871742 0.172871485 0.211129036
## 832 0.14388619 0.27636753 0.442206384 0.402809122 0.401986844
## 1372 0.15504116 0.27767539 0.308945591 0.363972604 0.366610589
## 1502 0.16919069 0.46387565 0.046825623 0.138061977 0.320444061
## 1713 0.21033999 0.41715811 -1.760588031 -1.792868612 0.283946112
## 613 0.29832069 0.40104251 0.283447091 0.290416161 0.213970646
## 1222 0.48385485 0.44930000 -0.329498764 -0.325278640 0.133265246
## 622 0.47138768 0.43038479 0.182660975 0.220519908 0.126719598
## 592 0.26901799 0.38274552 -0.437518281 -0.286542809 0.185693738
## 1492 0.28131698 0.34406009 -1.957169862 -1.489555358 0.257478661
## 302 0.44707549 0.45634421 -3.005592579 -3.379086528 0.189669980
## 1513 0.01300310 0.27498668 -1.688677468 -1.725233226 0.309860653
## 862 0.41591630 0.44844830 -1.424185560 -1.146691517 0.131018363
## 802 0.11105529 0.23090596 -2.788330607 -3.179455558 0.320785461
## 1202 0.29644756 0.45568360 -1.612736541 -1.595948659 0.240623406
## 1602 0.31143200 0.39916032 -2.362123856 -2.481461634 0.136903644
## 713 0.40798528 0.44999610 -0.201331454 -0.224797596 0.083597616
## 1412 0.17143006 0.28268142 -0.399360831 -0.273413199 0.325724150
## 1452 0.35880852 0.47005777 -1.944943212 -1.986368853 0.229374943
## 712 0.59040483 0.64958913 0.219662194 0.152561663 0.259739683
## 1292 0.14889592 0.24001103 -1.113576105 -1.019575868 0.295189948
## 1913 0.21326172 0.50500062 0.186880435 0.243405674 0.285207616
## 962 0.44777060 0.41068331 0.149782200 0.182587111 0.122188221
## 492 0.59358178 0.60833571 -1.521711841 -1.497798161 0.218961748
## 842 0.45056153 0.44176279 0.167155490 0.120293815 0.120461678
## 952 0.43233347 0.39443917 0.230445127 0.216800785 0.143507818
## 332 0.14404204 0.36388741 -1.285257707 -1.217205668 0.260381650
## 582 0.13027215 0.22847674 -1.454066678 -1.427853998 0.309286343
## 732 0.55670023 0.62583392 -2.177229203 -2.306124077 0.240508126
## 522 0.54494387 0.57131546 -0.065066716 0.006734640 0.161448131
## 1592 0.59131612 0.60980467 -0.744090636 -0.638201420 0.101127067
## 762 0.30067430 0.41733673 0.184844414 0.135212089 0.125347892
## 1022 0.15704038 0.42907956 -1.199340861 -1.116825591 0.223959497
## 1722 0.31109070 0.36215536 0.201629195 0.215915234 0.115463971
## 1542 0.24700675 0.34938652 0.220098071 0.200923774 0.131333540
## 1962 0.41529170 0.43063278 -2.043928067 -1.579339733 0.096760707
## 1882 0.38805729 0.39494127 -2.355351268 -1.785669154 0.098956124
## 1172 0.17693772 0.41836557 0.303049436 0.291336135 0.235499912
## 1613 0.18686998 0.37649785 -1.161075170 -0.970331958 0.113021344
## 1082 0.37251404 0.43603800 -0.739160148 -0.658821981 0.149965882
## 1892 0.49617771 0.56491026 -1.889967933 -1.918519839 0.115814722
## 1922 0.17784663 0.46084895 -2.746687760 -3.031315622 0.184080241
## 562 0.22002822 0.30366104 -0.767390268 -0.606503066 0.143462861
## 1103 0.39245693 0.39056059 -0.648774043 -0.492855382 0.050353102
## 1782 0.50415413 0.54689875 -0.171817227 -0.215673535 0.141388821
## 1942 0.55376851 0.50865178 -2.362346208 -1.797352283 0.049349852
## 1562 0.48384112 0.61698990 0.046255812 0.095338238 0.212040161
## 1982 0.39173457 0.42822363 -0.727269540 -0.654837902 0.068692150
## 1652 0.28585707 0.39598974 -0.047952024 -0.107700668 0.181222146
## 1052 0.20009906 0.49564652 -3.182465968 -3.624123064 0.128534515
## 913 0.41126515 0.45094803 -0.044629458 -0.086323977 0.021584013
## 512 0.45296729 0.50693572 0.065341562 0.029058349 0.024401982
## 642 0.15900968 0.36397922 -1.030297251 -0.907688056 0.108728991
## 1432 0.11824708 0.30382638 0.013443194 -0.041960810 0.162645052
## 1402 0.04518005 0.26767260 0.092420362 0.031167142 0.210847695
## 812 0.48786128 0.63882929 -0.041363185 0.002724506 0.171746159
## 1862 0.17115948 0.40539484 -1.679191716 -1.338465099 0.152153344
## 1062 0.49612791 0.65363416 -0.399443100 -0.362374171 0.176472869
## 722 0.08854499 0.35559254 -1.271844715 -1.046968989 0.111549172
## 1092 0.21480173 0.36044219 -0.777082450 -0.697261399 0.044164878
## 482 0.20632441 0.37138942 -0.151482436 -0.055087146 0.001934042
## 1752 0.15492530 0.39405730 0.158103844 0.137447123 0.069182283
## 1682 0.43658485 0.54995557 0.133435032 0.093131996 0.187885383
## 532 0.14165185 0.29920447 0.091648490 0.034265289 0.105287393
## 1572 0.43294218 0.57413851 -0.201894277 -0.149893467 -0.067227539
## 1282 0.35558411 0.41013449 -2.775407554 -2.076296463 -0.017555892
## 1013 0.10222332 0.36865535 -2.386094277 -1.795946318 0.088609032
## 852 0.27913153 0.40386228 -0.465799362 -0.459058764 -0.012932443
## 292 0.17283143 0.37772766 -1.404876843 -1.155334931 0.053443515
## 1622 0.33208196 0.48054431 -2.362038658 -1.806072941 0.044727983
## 252 0.39585886 0.59322472 -0.916168490 -0.817058227 0.144256583
## 692 0.25876797 0.50979177 -1.426922024 -1.423632570 0.374520921
## 1302 0.52702284 0.62211582 -0.713057278 -0.662599184 0.079847932
## 2002 0.19480666 0.42098556 -2.923241267 -2.160189015 0.022021441
## 1792 0.36819078 0.62471152 -1.605320135 -1.591587265 0.198567958
## 1532 0.40072820 0.61627192 -3.879558569 -4.674964597 0.122561031
## 1732 0.47896444 0.57284396 -3.206289812 -2.335126909 -0.053371494
## 1213 0.28092789 0.40940766 -1.271459150 -1.074530116 -0.020139819
## 1102 0.38443733 0.38880300 -4.640952677 -3.202064810 -0.077950270
## 992 0.17899119 0.42825254 0.093634624 0.096670692 -0.020488215
## 982 0.41015586 0.52929551 -3.987637435 -2.817621014 -0.068750091
## 1332 0.13577423 0.36409945 -0.569930678 -0.542406290 -0.029670983
## 1422 0.17996640 0.44079409 -1.759622836 -1.391555911 0.058039090
## 462 0.35683577 0.43081435 -0.132349751 -0.065402843 -0.240380237
## 1312 0.14802432 0.34377852 -0.209074996 -0.249379056 0.015188602
## 1822 0.43642023 0.45388277 -0.308289855 -0.333088882 -0.154079628
## 1472 0.10526181 0.34432792 -0.613364083 -0.577825940 -0.052340913
## 1162 0.56745185 0.55763984 -9.277031982 -5.618584612 -0.128525451
## 312 0.23608509 0.42077119 -0.252913946 -0.156572388 -0.206618586
## 1482 0.45159872 0.59795479 -0.373778812 -0.396550442 0.032596965
## 1182 0.25215956 0.44597785 0.046806757 0.014442617 -0.108684631
## 922 0.58397558 0.56115257 -2.636896490 -2.003117606 -0.258589977
## 1692 0.25903142 0.43251979 -7.873485318 -4.922880844 -0.096255993
## 432 0.46559080 0.52217770 -0.179896458 -0.209288846 -0.237698580
## 362 0.18447029 0.43947691 -7.218454028 -4.572013757 -0.038823902
## 813 0.36204575 0.53703272 -7.546630433 -4.439797620 0.155960948
## 742 0.44757886 0.57057240 -0.200857067 -0.219093152 0.154517207
## 1772 0.26316577 0.41466704 -1.318968932 -1.115620418 -0.099362414
## 1342 0.33053688 0.60033031 -0.440303621 -0.296786182 0.256850135
## 502 0.41356623 0.59337735 -1.380110174 -1.310695895 -0.131344775
## 1132 0.54424953 0.53810019 -0.057125975 -0.091970920 -0.264259544
## 752 0.43295575 0.56630294 -5.145144056 -3.480817352 -0.098676142
## 1582 0.43365482 0.54679892 -0.195271320 -0.223803133 -0.255006550
## 1813 0.37056581 0.44560314 -3.080363390 -2.286056036 -0.202373790
## 1872 0.53543390 0.52333416 -0.284381913 -0.310410335 -0.296152830
## 212 0.30681589 0.48735120 -1.062585026 -0.932470271 -0.117615929
## 402 0.55726077 0.60488538 -6.991055708 -4.480357656 -0.215696854
## 1742 0.50133174 0.52855007 -0.040566051 -0.073702030 -0.294462705
## 1212 0.23519280 0.49218881 -6.932311771 -4.427214218 -0.049434827
## 672 0.42164492 0.53152798 -0.566227518 -0.543853019 -0.272925819
## 1632 0.36412155 0.56399808 -0.045462384 -0.045864496 -0.215664008
## 513 0.29866349 0.44241971 -0.708709879 -0.662403942 -0.306612221
## 422 0.50303307 0.56377016 -2.981098095 -2.218511691 -0.282252520
## 1322 0.50364896 0.56807803 -0.005922605 0.007713541 -0.280587692
## 372 0.50754287 0.63305096 -1.595753931 -1.305737615 -0.166748884
## 932 0.51028275 0.65048671 -1.650675152 -1.314481118 -0.165467422
## 1392 0.35852377 0.60797003 -1.216896850 -1.135549383 -0.038902703
## 912 0.51753158 0.62405506 -0.300988251 -0.209370519 -0.228207780
## 552 0.49587863 0.56497525 -2.222215748 -1.738247136 -0.287151597
## 1012 0.54448586 0.63310366 -1.245706141 -1.063811231 -0.205243603
## 1152 0.42503390 0.63457028 -2.175319362 -2.508206974 -0.174018021
## 662 0.52023292 0.54734814 -5.551031028 -3.725197289 -0.357073085
## 382 0.53201438 0.63064765 -0.701054648 -0.650160318 -0.298532828
## 1552 0.38395320 0.54979773 0.172678484 0.207831562 0.118325177
## 612 0.47734817 0.57184205 -1.215977523 -1.043513494 -0.265656999
## 412 0.59322160 0.65086622 -2.351368799 -1.820165799 -0.304622639
## 1122 0.34697839 0.48638402 -1.076929364 -0.943037839 -0.312955671
## 1802 0.44393279 0.61035681 -0.161140268 -0.199694461 -0.183471109
## 1842 0.45737348 0.63096576 -0.861722226 -0.760768951 -0.236873172
## 1382 0.26033974 0.47675422 -8.444575118 -5.227222807 -0.327221057
## 872 0.48539882 0.66399483 -2.143802167 -2.278975791 -0.192941932
## 1252 0.53114966 0.65936315 -1.238511067 -1.142182858 -0.222200823
## 972 0.29132574 0.49686186 -0.520447441 -0.509570673 -0.329506966
## 1462 0.37991046 0.56549531 -0.784465434 -0.678806295 -0.326764372
## 702 0.41551744 0.64561290 -0.946478525 -0.802811688 -0.056763682
## 1672 0.51608907 0.69828832 -0.425389107 -0.419349415 -0.187149502
## 1762 0.29917845 0.58331795 -2.240373610 -2.525755262 -0.041427757
## 542 0.54056793 0.63729219 -0.894512075 -0.802626045 -0.334799759
## 242 0.50884291 0.71112803 -1.066600893 -1.070035818 -0.172511633
## 1313 0.41824737 0.56602442 -1.968267468 -1.570953555 -0.374362055
## 222 0.39233081 0.59136371 -2.235939965 -1.743193390 -0.285998141
## 1972 0.45478125 0.65478248 -0.795519657 -0.799814444 -0.212190985
## 572 0.44300371 0.56062505 -7.572993119 -4.794198873 -0.416270502
## 1142 0.48860414 0.64626656 -3.526631956 -2.558185940 -0.322606621
## 882 0.48371503 0.66607061 -0.282092829 -0.291068801 -0.333161364
## 352 0.41736459 0.64762182 -0.541706370 -0.516995580 -0.216031553
## 1932 0.50617084 0.70311479 -0.583006450 -0.558670635 -0.276236317
## 1642 0.48584436 0.68054954 -0.633679760 -0.587744615 -0.296303358
## 1702 0.44580795 0.67968333 -6.123194762 -8.763223284 -0.199823328
## 1512 0.51861719 0.61487359 -1.105358065 -0.924353804 0.075194223
## 442 0.46647844 0.67726131 -3.047991016 -3.711948688 -0.265869495
## 1113 0.35570516 0.61547325 -0.524627887 -0.524323326 -0.258939754
## 1832 0.45018215 0.60730729 -8.008933683 -5.011073202 -0.407931054
## 1192 0.41911798 0.66104603 -0.255051542 -0.243398051 -0.286139806
## 1952 0.38904501 0.58893994 -10.918875839 -19.988006657 -0.115572153
## 1413 0.37120906 0.62354717 -1.540024172 -1.263115547 -0.257634557
## 822 0.41529947 0.63550654 -0.301833735 -0.310232488 -0.339100288
## 1662 0.36292166 0.61292351 -1.415053288 -1.158420104 -0.171638112
## 1072 0.37664163 0.65447542 -1.151227464 -1.217859413 -0.288203878
## 322 0.35116408 0.61284050 -1.762520421 -1.882627181 -0.239996774
## 1612 0.39540264 0.64123570 -8.699496923 -14.012081848 -0.150700886
## 1902 0.43140683 0.66361852 -1.859701535 -2.094339156 -0.324763943
## 772 0.45552832 0.69145025 -2.773223902 -2.086343949 -0.315643039
## 313 0.39145918 0.63547691 -3.604118198 -2.597251547 -0.242808125
## 792 0.45340989 0.68828201 -3.263909519 -2.392986615 -0.353820204
## 1242 0.50695266 0.66397148 -7.363092167 -11.445576223 -0.341218406
## 1232 0.42983936 0.65378826 -5.673041902 -7.714410164 -0.338587969
## 472 0.30633495 0.58171833 -3.878597367 -2.763354170 -0.362053681
## 1712 0.39977450 0.61577985 -10.364529558 -18.359844360 -0.189354487
## 942 0.48934133 0.62361969 -12.234290610 -23.779990218 -0.220471993
## 602 0.38110813 0.62249628 -17.301887711 -42.088299811 -0.288094608
## 413 0.37877699 0.62882748 -10.155652846 -17.330924368 -0.465436288
## 1112 0.29334476 0.58406580 -1.482752046 -1.580604973 -0.404731530
## 452 0.39219761 0.46082966 -15.199328182 -36.533225861 -0.200200936
## 1852 0.28400792 0.61141838 -4.983169214 -6.700991580 -0.430984173
## 1272 0.25696614 0.51044241 -2.657180927 -3.520726668 -0.368437126
## 1262 0.22359785 0.32236575 -13.215094968 -29.545536026 -0.198445284
## 272 0.10873683 0.38242781 -6.371583857 -9.860604863 -0.502173414
## 232 0.12786976 0.27161096 -11.004022599 -20.419405265 -0.614296213
## 1442 0.21907519 0.19227953 -24.557035583 -90.827842090 -0.711892592
## 892 0.20086064 0.16989737 -23.665922598 -89.398278480 -0.553942751
## 1912 0.11443330 0.10999934 -19.676827161 -55.873605460 -0.731668157
## 632 0.06684219 -0.08930385 -24.232481290 -92.026990625 -0.742057511
## calNSE callnNSE calKGE calsmNSE calsmlnNSE
## 1522 -0.7646559 -0.7177168 0.452333379 0.472883583 0.411143451
## 1362 -0.4869317 -0.5306678 0.431397978 0.525082715 0.520389197
## 202 -0.8525408 -0.6462532 0.433993761 -3.083883464 -3.995808619
## 342 -0.8721737 -0.7343064 0.409281426 0.499493510 0.498847455
## 782 -0.8660849 -0.6466434 0.377750418 -0.136866129 -0.153795918
## 282 -1.1240320 -0.8689030 0.383333238 -1.113563511 -1.101929077
## 1812 -1.7435212 -1.4628798 0.284314491 0.456345056 0.482285240
## 392 -1.5013494 -0.8578706 0.282691317 0.531734903 0.538858022
## 1352 -0.8982658 -0.8914772 0.279549453 -0.655656107 -0.536749532
## 682 -0.8888740 -0.8252398 0.368797245 0.377576554 0.410214735
## 652 -1.5374550 -1.0537509 0.311657509 0.380566583 0.295263280
## 1992 -1.3709818 -0.9731665 0.303019245 0.187840644 0.282636138
## 262 -0.9378616 -0.8939473 0.379319062 0.198669404 0.278921305
## 1032 -1.4189593 -0.7847276 0.287693102 -2.965504978 -2.079342121
## 1042 -0.8399518 -0.8691159 0.300215578 -0.172087921 -0.054739920
## 902 -1.4170107 -0.6004563 0.249318163 0.543310166 0.523665692
## 1002 -1.5098836 -0.7745493 0.268489483 0.065179694 0.005197550
## 213 -0.7717903 -0.6337695 0.434738492 0.116221788 0.051591247
## 832 -1.0001690 -1.0445506 0.227560365 0.385351511 0.329173593
## 1372 -1.1397373 -1.1409630 0.251753112 0.453783598 0.468849046
## 1502 -1.7780015 -1.1118815 0.253239318 0.374963675 0.415801792
## 1713 -1.5871157 -1.2127962 0.316737286 -1.025709528 -0.971881792
## 613 -1.0887362 -0.9341067 0.377303081 0.328361801 0.299146816
## 1222 -0.6753880 -0.4407752 0.452100881 -0.559948737 -0.526046402
## 622 -0.6645702 -0.4808246 0.453688714 0.250989951 0.249009147
## 592 -0.9750407 -0.8773927 0.401922394 -0.090785106 0.035273752
## 1492 -0.8172607 -0.8064073 0.338501040 -2.344055721 -1.760553231
## 302 -1.0529058 -0.7687266 0.384406286 -2.067178911 -2.238909847
## 1513 -1.3680817 -1.4218503 0.253450708 -0.944344423 -0.894218788
## 862 -0.7575451 -0.5117609 0.439290214 -1.760033099 -1.398178255
## 802 -0.9628727 -1.0956376 0.241900550 -1.900048791 -2.102340033
## 1202 -1.5239584 -1.0793371 0.321858505 -0.946511061 -0.864457557
## 1602 -0.9656335 -0.8745643 0.410259307 -1.543951309 -1.537169023
## 713 -0.7858007 -0.5695684 0.443906855 -0.412634819 -0.417335580
## 1412 -1.1914297 -1.1495457 0.220897407 -0.026808628 0.082137046
## 1452 -1.5689481 -1.0207313 0.300332915 -1.193947756 -1.140774420
## 712 -1.2938033 -0.4773513 0.241444690 0.131687684 0.046633087
## 1292 -0.9056818 -1.0225338 0.239537479 -0.571042036 -0.450351835
## 1913 -2.1011306 -1.2608431 0.199116984 0.437190063 0.438954886
## 962 -0.9416232 -0.7096565 0.397465861 0.239509971 0.230736287
## 492 -1.2308302 -0.5482330 0.301934249 -0.849210435 -0.769716342
## 842 -0.9601271 -0.6943463 0.401026944 0.072548099 0.010793060
## 952 -1.0044398 -0.7089705 0.363746125 0.202035686 0.161217390
## 332 -1.8069095 -1.4263488 0.253556693 -0.671901264 -0.566634632
## 582 -1.0106683 -1.1092786 0.211787740 -0.834324558 -0.750376829
## 732 -1.4007372 -0.6425769 0.258830760 -1.325073205 -1.327963165
## 522 -1.2818535 -0.6684951 0.310178276 0.220199422 0.241167926
## 1592 -0.9606836 -0.3983751 0.331618763 -0.189746510 -0.099770351
## 762 -1.1363077 -0.9411189 0.385675074 0.091328975 0.025923073
## 1022 -2.0463901 -1.4913881 0.253690605 -0.539830259 -0.417250328
## 1722 -0.9775676 -0.8435085 0.367153362 0.228441720 0.206698092
## 1542 -1.1031041 -0.9627045 0.368398047 0.174961294 0.132133544
## 1962 -0.9816779 -0.6580792 0.391925285 -2.429611817 -1.852190065
## 1882 -0.9165933 -0.7299533 0.395692523 -2.757653437 -2.063752549
## 1172 -2.0041128 -1.4321828 0.255371424 0.338228136 0.289382218
## 1613 -0.7844801 -0.7601483 0.366989938 -1.508508972 -1.235982599
## 1082 -1.3845761 -0.9044809 0.320301353 -1.042652850 -0.902581034
## 1892 -1.3599593 -0.7708384 0.302570532 -1.068697832 -1.007744285
## 1922 -1.9852750 -1.3274082 0.244643779 -1.723559123 -1.804124526
## 562 -1.1485608 -1.0720334 0.310367821 -0.329741612 -0.180274134
## 1103 -0.9423010 -0.7651134 0.396681378 -0.264927437 -0.134699241
## 1782 -1.3238826 -0.6866594 0.311910836 -0.400123995 -0.420336738
## 1942 -0.9640089 -0.4823157 0.379728313 -2.775187357 -2.082402216
## 1562 -1.7024841 -0.8126803 0.197282133 0.299577853 0.296695971
## 1982 -1.1356140 -0.7869623 0.372009009 -1.022208259 -0.896057183
## 1652 -1.6422690 -1.2067993 0.265808705 -0.265979281 -0.306769612
## 1052 -1.9667232 -1.2528047 0.225075766 -1.945721443 -2.086324282
## 913 -1.1441926 -0.7782050 0.376532391 -0.197278693 -0.241192969
## 512 -1.2005169 -0.6950940 0.348491618 -0.031042216 -0.083961525
## 642 -1.6225107 -1.3969452 0.299550689 -0.530203496 -0.403033078
## 1432 -1.6311947 -1.4662472 0.251061661 -0.176388450 -0.220500019
## 1402 -1.6332239 -1.5570580 0.198019442 -0.085595251 -0.139268112
## 812 -1.5661731 -0.4960327 0.107641232 0.310586335 0.305590918
## 1862 -1.9640016 -1.4449837 0.261029655 -2.084251164 -1.632271939
## 1062 -1.8381669 -0.6812262 0.066637337 0.156240734 0.159523310
## 722 -1.8854278 -1.5256799 0.273874872 -1.626512194 -1.315223240
## 1092 -1.5005107 -1.1975208 0.316498248 -1.088855648 -0.950108109
## 482 -1.3271312 -1.1381671 0.352777440 0.034388454 0.085560084
## 1752 -1.8323937 -1.3669496 0.283458411 0.105134172 0.060178799
## 1682 -2.0625550 -1.0877575 0.164793379 0.005757039 -0.037860991
## 532 -1.5648963 -1.4066437 0.265745974 -0.055693092 -0.115358244
## 1572 -1.2415231 -0.5616817 0.256574635 0.120556891 0.109677222
## 1282 -1.2851136 -0.9344242 0.346347537 -3.218256846 -2.374823722
## 1013 -1.9826494 -1.4961372 0.259980132 -2.803729406 -2.083125860
## 852 -1.2885203 -1.0243108 0.356528135 -0.731580999 -0.688629898
## 292 -1.7222699 -1.3012528 0.296457990 -1.771026820 -1.431097906
## 1622 -1.5689399 -0.9620957 0.292154625 -2.785040443 -2.099504022
## 252 -2.0623319 -1.0296259 0.141637077 -0.343101026 -0.244367739
## 692 -2.9918882 -1.4626470 -0.080574477 -0.724341842 -0.659167192
## 1302 -1.5915891 -0.6758485 0.197465956 -1.037042277 -0.926322442
## 2002 -1.8492855 -1.2509048 0.268721761 -3.364414976 -2.454359383
## 1792 -2.3198213 -1.0111522 0.025242735 -0.783027139 -0.696999743
## 1532 -2.0937857 -0.9481601 0.090573996 -2.577109347 -2.981048485
## 1732 -1.3823870 -0.6429753 0.259268070 -3.664225922 -2.631980049
## 1213 -1.6568007 -1.1576225 0.299170776 -1.634304288 -1.353383899
## 1102 -1.1652716 -0.8783800 0.348358049 -5.123724332 -3.492869590
## 992 -2.0113865 -1.4558266 0.257037943 0.133053983 0.095148592
## 982 -1.3310136 -0.7291015 0.307545985 -4.469657456 -3.117321305
## 1332 -1.8634150 -1.4472169 0.277755535 -0.856003196 -0.783956624
## 1422 -2.3277628 -1.4477395 0.186453527 -2.149257732 -1.673481068
## 462 -1.1094269 -0.8145122 0.389785805 0.017108347 0.035995865
## 1312 -2.0075998 -1.5283415 0.235986767 -0.440860752 -0.458807306
## 1822 -1.2967734 -0.8218620 0.342677649 -0.538200332 -0.542275725
## 1472 -1.9833714 -1.5618182 0.254121056 -0.911784198 -0.827344878
## 1162 -1.0326212 -0.4156892 0.335075312 -9.753262007 -5.834158355
## 312 -1.6148755 -1.1862256 0.312466186 -0.014514648 0.031893217
## 1482 -1.8254426 -0.8140570 0.163034673 -0.641275298 -0.629195467
## 1182 -1.7934210 -1.2063623 0.276618980 -0.023824018 -0.079036082
## 922 -1.0172620 -0.4038684 0.335752698 -3.129887787 -2.335703937
## 1692 -1.7138446 -1.1557075 0.285846314 -8.363677148 -5.165891226
## 432 -1.4033813 -0.7783289 0.297418960 -0.327757360 -0.361132369
## 362 -2.0479227 -1.2477993 0.217795369 -7.729683227 -4.833403245
## 813 -1.7213954 -0.7634530 0.178546462 -7.445450435 -4.443174810
## 742 -2.2784416 -0.8419734 0.009549703 -0.422060440 -0.415275280
## 1772 -1.9247699 -1.2710947 0.253146984 -1.693012409 -1.401952242
## 1342 -2.8674058 -1.0710886 -0.093832531 -0.065756882 0.057783967
## 502 -1.7948127 -0.8507868 0.153729105 -0.675698655 -0.578739788
## 1132 -1.2524458 -0.5608561 0.298300404 -0.166283159 -0.216423048
## 752 -1.6803601 -0.7837296 0.204241831 -5.634597310 -3.765399213
## 1582 -1.4849462 -0.7602552 0.256271591 -0.350132841 -0.380713964
## 1813 -1.5246733 -0.9672574 0.305843723 -3.541911454 -2.593945841
## 1872 -1.2637937 -0.6241420 0.314056432 -0.500898230 -0.511381902
## 212 -2.0390033 -1.1426712 0.198671262 -1.425505396 -1.217113895
## 402 -1.3456449 -0.5021923 0.234131888 -7.537060204 -4.763491529
## 1742 -1.3387246 -0.6472760 0.292215928 -0.145460109 -0.194889607
## 1212 -2.2763237 -1.2479127 0.146492470 -7.404696774 -4.674746374
## 672 -1.5942310 -0.7949463 0.242113950 -0.830547107 -0.772856624
## 1632 -1.8047166 -0.8531721 0.159731424 0.011861372 -0.033795350
## 513 -1.5835721 -1.0480749 0.304241906 -1.017400836 -0.919607911
## 422 -1.4675130 -0.6481484 0.238383261 -3.484853197 -2.550193126
## 1322 -1.4225931 -0.5913816 0.236810483 0.035799544 0.007690584
## 372 -1.6013684 -0.5522329 0.153144036 -1.994292357 -1.601251413
## 932 -1.6424275 -0.5331610 0.088078569 -1.982535803 -1.556422620
## 1392 -2.4066061 -1.0115615 0.001185124 -0.574150409 -0.474073465
## 912 -1.5584772 -0.5876178 0.169577523 -0.034380715 0.008089262
## 552 -1.4485242 -0.6639568 0.255752873 -2.663398585 -2.049757796
## 1012 -1.6784562 -0.6726558 0.170121348 -1.611817622 -1.346988856
## 1152 -1.8695500 -0.6620088 0.042915324 -1.146622872 -1.296938540
## 662 -1.2821814 -0.5746286 0.297143315 -6.099574820 -4.036773144
## 382 -1.4196153 -0.4532662 0.181903439 -0.983833399 -0.889313009
## 1552 -3.3499453 -1.4436906 -0.120180093 0.237197442 0.233012321
## 612 -1.7203651 -0.7503935 0.187455938 -1.577966481 -1.325133779
## 412 -1.4117125 -0.4223053 0.171471587 -2.819554568 -2.144387912
## 1122 -1.8309590 -1.0164744 0.229593429 -1.430132987 -1.222284364
## 1802 -1.9617425 -0.8010936 0.101284201 -0.329928620 -0.366497510
## 1842 -1.8106149 -0.6632706 0.090910379 -1.100349160 -0.962111045
## 1382 -1.9067748 -1.1701747 0.236275739 -8.970987312 -5.480875336
## 872 -1.8547545 -0.5918782 0.035498362 -1.215513232 -1.220129624
## 1252 -1.7567027 -0.5945046 0.099060977 -0.656750795 -0.552663574
## 972 -1.9666892 -1.0918430 0.199687223 -0.782789032 -0.738361212
## 1462 -2.0013275 -0.9894581 0.145905423 -0.310147360 -0.233240764
## 702 -2.2144185 -0.5513529 -0.129741318 -1.200151174 -1.003088411
## 1672 -1.8644591 -0.5126424 0.012547985 -0.560541933 -0.551194854
## 1762 -2.8465949 -1.0981365 -0.157413934 -1.256561557 -1.343537070
## 542 -1.6094253 -0.6032150 0.163030787 -1.209880396 -1.060144097
## 242 -1.9139161 -0.4556051 -0.050792320 -0.422879350 -0.404472451
## 1313 -1.8564537 -0.8446607 0.160771395 -2.404695260 -1.884932205
## 222 -2.1694810 -0.9276325 0.072940749 -2.685841693 -2.058874482
## 1972 -2.1050763 -0.5753832 -0.085084450 -0.297418208 -0.310819761
## 572 -1.7082226 -0.7625453 0.192268268 -8.102831474 -5.063837066
## 1142 -1.9487315 -0.6908564 0.064730773 -4.020896012 -2.875813475
## 882 -1.8863433 -0.5728296 0.027190435 -0.379801643 -0.400784186
## 352 -2.2893706 -0.6884617 -0.100123328 -0.524354353 -0.511082322
## 1932 -1.8703260 -0.4753049 -0.023855235 -0.594465940 -0.571923201
## 1642 -1.9267664 -0.5316404 -0.012113274 -0.810668984 -0.748285754
## 1702 -2.1838644 -0.6118844 -0.109811736 -4.438736742 -6.132880128
## 1512 -3.4817493 -0.9607568 -0.340757779 -1.436287654 -1.178903010
## 442 -2.0306505 -0.5265266 -0.080698593 -1.893869852 -2.232739151
## 1113 -2.4792486 -0.9131357 -0.077800493 -0.268242482 -0.287163087
## 1832 -1.9845566 -0.7650686 0.082288371 -8.572853948 -5.288590302
## 1192 -2.2179915 -0.6554035 -0.076201950 -0.126008442 -0.154795795
## 1952 -2.8470878 -0.9189315 -0.231743478 -8.575786007 -15.240205970
## 1413 -2.4281826 -0.7729433 -0.119862225 -1.796786399 -1.449031429
## 822 -2.3311144 -0.8388722 -0.038554018 -0.419797538 -0.435849489
## 1662 -2.7260788 -0.6536856 -0.222920136 -1.761737135 -1.418435613
## 1072 -2.1956326 -0.6398485 -0.099095302 -0.589436063 -0.613969311
## 322 -2.6677311 -0.9234233 -0.152435152 -0.935502177 -0.938657004
## 1612 -2.5903580 -0.7045327 -0.230022756 -6.699678671 -10.470612605
## 1902 -2.1141924 -0.6186075 -0.073244879 -1.096677553 -1.192576524
## 772 -1.9572469 -0.4540886 -0.076030866 -3.161955667 -2.341591341
## 313 -2.4660135 -0.6957666 -0.177658638 -3.976059822 -2.799141823
## 792 -2.0452283 -0.5334714 -0.067394921 -3.719652654 -2.689160446
## 1242 -2.0891295 -0.4836040 -0.121101435 -5.407610486 -8.159488403
## 1232 -2.3094410 -0.6617564 -0.127905410 -4.096851290 -5.381494665
## 472 -2.6079823 -1.0394633 -0.056087559 -4.316241065 -3.044215592
## 1712 -2.7686413 -0.7091671 -0.291883975 -8.130547049 -14.002587729
## 942 -2.4961733 -0.4718334 -0.282821374 -9.672462307 -18.257971060
## 602 -2.7981392 -0.8030713 -0.265811827 -14.244956497 -34.166509627
## 413 -2.5576819 -0.8358592 -0.154150961 -8.073234205 -13.503941632
## 1112 -2.9292870 -1.0811007 -0.183254193 -1.059806983 -1.082702065
## 452 -4.0167889 -0.6643511 -0.599268183 -11.600524272 -26.895828511
## 1852 -2.7270989 -0.7760852 -0.270851564 -3.636209273 -4.719677170
## 1272 -3.2340476 -0.7770564 -0.455266384 -1.834400282 -2.232372592
## 1262 -5.8101868 -1.0153992 -0.913353049 -10.014114970 -21.891533773
## 272 -3.7329472 -0.7917085 -0.630081181 -4.879429959 -7.199737245
## 232 -4.9578455 -1.1145820 -0.800407453 -9.068874159 -16.568106629
## 1442 -6.3611190 -0.8814800 -1.116018727 -20.871824073 -77.306148778
## 892 -7.9584824 -0.8996012 -1.408605028 -19.792426589 -73.998543687
## 1912 -7.1751515 -0.9991763 -1.274261700 -16.719573548 -47.735753983
## 632 -12.2294685 -1.2080543 -2.008905830 -20.539532947 -78.272222361
## calsmKGE valNSE vallnNSE valKGE valsmNSE valsmlnNSE
## 1522 0.455621709 0.53304313 0.7415444 0.41605874 0.09670405 0.12478275
## 1362 0.442403580 0.39300391 0.6827430 0.29709603 -0.56305601 -0.62673784
## 202 0.405833478 0.49996336 0.7412946 0.40910391 -16.77450333 -28.70823926
## 342 0.410385253 0.43085644 0.7557738 0.34447696 -0.66891034 -0.74069097
## 782 0.404191294 0.35063087 0.6951441 0.28966071 0.46786486 0.43924140
## 282 0.378768230 0.45858081 0.7660547 0.36466751 -8.79430447 -12.77850118
## 1812 0.461854374 0.40992745 0.6823517 0.30519860 -2.25592725 -2.75349855
## 392 0.462154519 0.41081939 0.7513326 0.36748339 -1.07730707 -1.23689761
## 1352 0.458369252 0.26078996 0.5615839 0.20133654 0.12742041 0.10105222
## 682 0.366261360 0.34757355 0.6908272 0.28068824 -1.32572672 -1.54781363
## 652 0.421068309 0.51046186 0.8087157 0.42282984 0.11628524 0.14346542
## 1992 0.420618462 0.31190828 0.6563450 0.27069270 -2.92552210 -3.64258425
## 262 0.323520398 0.41064012 0.6935592 0.31566930 -2.27837688 -2.73269322
## 1032 0.409426829 0.43824537 0.7721623 0.37089987 -2.58214852 -2.26590824
## 1042 0.390791688 0.28249728 0.5802006 0.21388930 -4.31986965 -5.62745644
## 902 0.437649380 0.56145530 0.8555476 0.51619367 -0.71954986 -0.80777667
## 1002 0.394866546 0.52742928 0.8302085 0.45972904 0.56387357 0.56217677
## 213 0.214898033 0.46978491 0.7510392 0.37222192 0.28876657 0.29532666
## 832 0.420645999 0.26221715 0.5165934 0.19225925 0.34395054 0.38009746
## 1372 0.390420049 0.25119453 0.5703074 0.19487905 -1.00425171 -1.12117585
## 1502 0.379674989 0.57100854 0.8222697 0.61522164 -2.47490832 -2.95533546
## 1713 0.309100925 0.47730598 0.7737762 0.38009303 -7.87146819 -11.18462000
## 613 0.237404618 0.42094765 0.7350286 0.32824985 -0.49559019 -0.50354978
## 1222 0.160582902 0.48202119 0.7895375 0.39775343 -0.03825432 -0.07720473
## 622 0.154303444 0.44989957 0.7666505 0.36822115 -0.80057532 -0.80223486
## 592 0.202820583 0.47040087 0.7215359 0.36726075 -3.42072053 -4.16414322
## 1492 0.258899848 0.31029177 0.6185004 0.23977159 -2.00505178 -1.86865052
## 302 0.212982301 0.40141811 0.7444034 0.33738989 -11.16461566 -16.93219397
## 1513 0.340679993 0.34956781 0.5749430 0.24843864 -7.79865061 -11.12788174
## 862 0.146536217 0.50536224 0.7864648 0.41615587 -1.35998522 -1.33182546
## 802 0.341450155 0.25008348 0.5512837 0.18801323 -10.50905824 -16.02648589
## 1202 0.256664567 0.50784526 0.8024857 0.41194693 -7.23419725 -10.07371524
## 1602 0.162406481 0.44810271 0.7694125 0.35811971 -9.37931059 -13.55817026
## 713 0.119795982 0.51936736 0.7992320 0.42485410 0.07882414 0.06009418
## 1412 0.341389690 0.21321648 0.5150002 0.15998326 -3.49721392 -4.40639695
## 1452 0.254732258 0.41125128 0.7617861 0.38012289 -8.28149939 -11.77159204
## 712 0.313054265 0.60441826 0.8663462 0.58844618 0.12889559 0.13185310
## 1292 0.311464892 0.24334136 0.5343802 0.18129425 -5.68093347 -7.61636419
## 1913 0.347649064 0.58446084 0.8425884 0.49590067 -1.80042358 -2.08754165
## 962 0.147939565 0.37937360 0.7399516 0.32919143 -0.97622761 -1.03558599
## 492 0.241654707 0.54070205 0.8454398 0.49489666 -7.11052328 -9.84836388
## 842 0.142434957 0.43014039 0.7626960 0.35444979 0.07422945 0.09517488
## 952 0.175601532 0.31025031 0.6761773 0.28046928 -0.18200828 -0.13963612
## 332 0.282176631 0.31386712 0.6437157 0.26000726 -6.37168205 -8.66387482
## 582 0.323852496 0.21196077 0.4978826 0.15588456 -6.70079966 -9.30369072
## 732 0.275293704 0.57597031 0.8582233 0.54171857 -9.24562659 -13.47385729
## 522 0.220021473 0.52853231 0.8357372 0.48332460 -2.43235349 -2.87556806
## 1592 0.192149989 0.60821400 0.8667361 0.53994887 -5.10328816 -6.60095023
## 762 0.136822219 0.49739745 0.7649831 0.39324387 0.09896965 0.12361457
## 1022 0.268019327 0.48778870 0.7759193 0.38826380 -6.47760752 -8.85156281
## 1722 0.146753715 0.35070769 0.6853391 0.27979667 -0.53778802 -0.51101165
## 1542 0.145058596 0.40882113 0.7104966 0.32192620 -0.10743586 -0.06643579
## 1962 0.116098934 0.38764878 0.7443850 0.33649194 -2.16268882 -2.03528185
## 1882 0.111974841 0.39726540 0.7310432 0.31986470 -2.61267696 -2.41025833
## 1172 0.249965749 0.46598226 0.7807414 0.38561546 -0.40759157 -0.41656950
## 1613 0.130396906 0.21564708 0.5745784 0.19404039 -0.83797324 -0.86273635
## 1082 0.166897242 0.34440110 0.7090345 0.32701069 -0.34691835 -0.40812890
## 1892 0.184350155 0.52925016 0.8247768 0.48532417 -8.57476935 -12.15406260
## 1922 0.235209109 0.58104919 0.8153225 0.47378365 -11.18291200 -16.92290629
## 562 0.167966512 0.29818726 0.6306787 0.23647722 -4.49797260 -5.64255243
## 1103 0.078045248 0.38534897 0.7232517 0.31408101 -3.99377361 -4.87059224
## 1782 0.161796912 0.47261225 0.8097011 0.44528986 0.22429440 0.17517585
## 1942 0.087690570 0.46934946 0.8174431 0.43563416 -2.56652102 -2.37831630
## 1562 0.267716854 0.57369711 0.8477517 0.57946543 -2.06182276 -2.43298981
## 1982 0.089867246 0.42069411 0.7686935 0.36639373 -0.37356826 -0.42036780
## 1652 0.187735988 0.26666998 0.6142319 0.24258691 0.38296187 0.34867255
## 1052 0.223323263 0.62408339 0.8458694 0.51543994 -13.12356937 -20.59496415
## 913 0.070263519 0.46670311 0.8038359 0.39842214 0.02690245 0.03944271
## 512 0.075423938 0.51431989 0.8320725 0.44440948 -0.09312402 -0.06110210
## 642 0.124085018 0.40134410 0.7079786 0.30966254 -5.30111424 -6.87596028
## 1432 0.170168549 0.31650540 0.6398012 0.24762944 0.33375531 0.31781114
## 1402 0.221264159 0.27423818 0.5455953 0.19840702 0.40580086 0.40092557
## 812 0.306805474 0.64977041 0.8594037 0.67750607 -2.76016892 -3.42906457
## 1862 0.151239687 0.45250244 0.7631440 0.36535228 -1.42070743 -1.38173865
## 1062 0.332546818 0.68164668 0.8753145 0.70785802 -4.51091863 -5.91215466
## 722 0.119229952 0.46004516 0.7128852 0.35417171 -0.99070805 -0.99675100
## 1092 0.066882929 0.37300043 0.7224961 0.31760284 -0.36708460 -0.41335964
## 482 0.026703482 0.45108783 0.7433547 0.35448726 -2.03262771 -2.25292575
## 1752 0.096014804 0.48041121 0.7686966 0.38453283 -0.17197137 -0.12711451
## 1682 0.212773663 0.50478988 0.7920743 0.49976283 0.19857907 0.21170013
## 532 0.108533064 0.29579628 0.6298299 0.23737332 0.23468889 0.24123987
## 1572 0.116227224 0.61044525 0.8440423 0.57978265 -2.87627669 -3.39246892
## 1282 0.018578499 0.37029329 0.7313408 0.32663891 -3.11928145 -2.83422984
## 1013 0.104830470 0.43927052 0.7476638 0.35566797 -2.58131659 -2.35846495
## 852 0.008161845 0.45482867 0.7590788 0.36258178 -0.07990909 -0.11786454
## 292 0.063269335 0.45979900 0.7616886 0.37668836 -1.15867051 -1.15578454
## 1622 0.058523555 0.54767039 0.8317857 0.46391444 -2.50975067 -2.32913048
## 252 0.206230518 0.59278390 0.8502818 0.62547501 -5.50637866 -7.23517467
## 692 0.412379064 0.32630281 0.6464356 0.28570316 -7.11203637 -9.98841214
## 1302 0.127629068 0.61874907 0.8759942 0.58782524 -0.18807516 -0.25667345
## 2002 0.037515606 0.48870631 0.7973577 0.41005277 -3.38582765 -3.03837506
## 1792 0.274556783 0.70188725 0.8768885 0.76868774 -8.08506291 -11.36467120
## 1532 0.207936887 0.66422244 0.8789506 0.69057640 -14.70035751 -23.96149595
## 1732 0.035994769 0.62569844 0.8786911 0.57268000 -3.78563897 -3.37025516
## 1213 -0.005129409 0.43251102 0.7715793 0.37922120 -0.94477694 -0.96799009
## 1102 -0.055371821 0.33599753 0.6964969 0.29607575 -6.14490357 -5.16929298
## 992 0.033881406 0.45552461 0.7666247 0.38173352 -0.79550301 -0.81331193
## 982 -0.019551026 0.58731402 0.8577758 0.50765226 -5.01211008 -4.32197124
## 1332 0.005196192 0.42173569 0.7383862 0.34173021 -0.14882502 -0.19069406
## 1422 0.085138635 0.45974712 0.7906588 0.43442916 -1.64604919 -1.58369064
## 462 -0.120839225 0.47503048 0.7994709 0.39564954 -1.79780094 -1.96102143
## 1312 0.019150372 0.27576798 0.6244103 0.24883276 0.17871016 0.14505305
## 1822 -0.089111583 0.41536338 0.7755111 0.38075546 -0.00433071 -0.02598395
## 1472 -0.015915199 0.37740711 0.7049593 0.31053395 -0.15607235 -0.19870157
## 1162 -0.099077733 0.56386193 0.8479787 0.51968503 -14.24919950 -10.64906983
## 312 -0.076657772 0.44622783 0.7733069 0.37489393 -2.49987133 -2.83911042
## 1482 0.068821800 0.59804936 0.8657390 0.59303396 0.08972373 0.03287229
## 1182 -0.051867628 0.47475941 0.7990067 0.40486268 -0.26791256 -0.24642792
## 922 -0.115935198 0.54607856 0.8549188 0.50540634 -2.60071671 -2.41488652
## 1692 -0.078902581 0.44475897 0.7874451 0.39355541 -11.72935783 -9.02540522
## 432 -0.090983062 0.52089553 0.8365606 0.46850900 -0.23500198 -0.23309825
## 362 -0.017056114 0.47854175 0.8039948 0.41917973 -10.47298437 -8.17026382
## 813 0.018414084 0.56165746 0.8194439 0.67901420 -14.43354821 -9.96115185
## 742 0.182878047 0.44990582 0.7727902 0.48991841 0.13444236 0.10071298
## 1772 -0.072007671 0.39165969 0.7493779 0.37208098 -0.96547900 -0.99137331
## 1342 0.274658150 0.44827667 0.6997275 0.42160331 -3.57950494 -4.44583254
## 502 0.013720675 0.63979060 0.8725043 0.61629294 -7.04070622 -9.50151750
## 1132 -0.135450948 0.50034258 0.8327695 0.47827970 -0.23555643 -0.21449175
## 752 -0.052124424 0.58308665 0.8701852 0.55530237 -6.98535930 -5.78181651
## 1582 -0.116054488 0.58910486 0.8687126 0.52047966 -0.22301291 -0.22201906
## 1813 -0.166760188 0.41223944 0.7719676 0.38426207 -3.54650059 -3.18324388
## 1872 -0.185151395 0.45450246 0.8063803 0.43480475 -0.03685553 -0.04568364
## 212 -0.074932410 0.49906205 0.8270752 0.47444196 -0.58086044 -0.63494657
## 402 -0.119374059 0.60723112 0.8725738 0.57729959 -9.88477932 -7.81180414
## 1742 -0.177778886 0.49422126 0.8307650 0.46496753 -0.23033220 -0.20360956
## 1212 -0.035388577 0.56941669 0.8556326 0.53439374 -10.19000317 -7.98840026
## 672 -0.135991292 0.54450380 0.8559572 0.51621591 -0.26277438 -0.29369147
## 1632 -0.060156321 0.64605843 0.8804019 0.59014420 -1.13666499 -1.20963417
## 513 -0.205914695 0.48272936 0.8131733 0.41743551 -0.26515596 -0.30829551
## 422 -0.148882031 0.56794571 0.8654818 0.54038690 -3.14015153 -2.85708608
## 1322 -0.151877100 0.58372692 0.8584120 0.54723088 -0.98150582 -1.00497828
## 372 -0.068497458 0.60199199 0.8579352 0.63058169 -1.31159336 -1.30210561
## 932 -0.008984576 0.66140441 0.8684516 0.70013286 -1.77620709 -1.74683967
## 1392 0.063137624 0.68586632 0.8542847 0.73619770 -6.41537688 -8.58604267
## 912 -0.112201676 0.65090634 0.8788414 0.61853052 -2.73965573 -3.17685709
## 552 -0.199709610 0.54287219 0.8533810 0.51439334 -2.16579425 -2.04805932
## 1012 -0.128016771 0.56399527 0.8441908 0.59536855 -0.88188148 -0.91189944
## 1152 -0.005370569 0.69573843 0.8600572 0.77048004 -10.21938509 -15.73923672
## 662 -0.266598093 0.44829467 0.7963818 0.45974842 -7.36467466 -6.06008374
## 382 -0.151490364 0.63243900 0.8668455 0.63665272 -0.39524756 -0.42748651
## 1552 0.143053565 0.32271066 0.6717320 0.34656150 -0.79686073 -0.80150196
## 612 -0.177037981 0.54486358 0.8467880 0.55351197 -0.85296182 -0.88332797
## 412 -0.161520446 0.63709515 0.8699585 0.62953954 -2.24110652 -2.11212040
## 1122 -0.222326858 0.48548749 0.8225425 0.46250852 -0.65960202 -0.69933456
## 1802 -0.099172527 0.64264906 0.8650660 0.64738978 -0.08653569 -0.09445144
## 1842 -0.100655281 0.67699604 0.8810808 0.69860881 -0.91921757 -0.95231212
## 1382 -0.248237042 0.53365076 0.8408751 0.46384720 -12.52275031 -9.55512878
## 872 -0.052262028 0.70062798 0.8646639 0.74982958 -9.60881993 -14.06197340
## 1252 -0.116902347 0.63729526 0.8601018 0.68149712 -6.11545728 -8.02607080
## 972 -0.219764285 0.51655129 0.8366199 0.48234627 -0.19405152 -0.22615279
## 1462 -0.183035233 0.61982825 0.8742386 0.61250695 -4.73063903 -5.94299785
## 702 0.081146486 0.64165122 0.8119142 0.77472306 -0.98344541 -1.04559662
## 1672 -0.063431245 0.65976966 0.8300464 0.76473488 -0.73256289 -0.81678090
## 1762 0.105384132 0.68203752 0.8402152 0.84206450 -10.08418020 -15.54276421
## 542 -0.221486768 0.61546366 0.8718109 0.61843890 -0.55154781 -0.58899517
## 242 -0.031101095 0.70835703 0.8155592 0.82449874 -6.15921617 -8.48622533
## 1313 -0.260678958 0.56243454 0.8595950 0.56091160 -1.75016965 -1.69052907
## 222 -0.179070050 0.60762809 0.8576715 0.65524657 -2.14142265 -2.02478619
## 1972 -0.059995722 0.70330246 0.8350820 0.82138924 -4.88150813 -6.53341201
## 572 -0.346102235 0.53461510 0.8424018 0.54459679 -10.98698841 -8.55324316
## 1142 -0.231294737 0.62445410 0.8516464 0.69074708 -4.14206411 -3.65514241
## 882 -0.203191503 0.68529609 0.8544410 0.76450384 -0.69042466 -0.73412541
## 352 -0.078845421 0.71164181 0.8270909 0.82840084 -1.77904217 -2.11206515
## 1932 -0.160698878 0.70167126 0.8286164 0.83059776 -1.69145564 -2.04341799
## 1642 -0.173975518 0.69196948 0.8362783 0.79581583 -0.86349959 -0.92814047
## 1702 -0.092476575 0.70026271 0.7976615 0.84951001 -20.71918813 -39.67720405
## 1512 0.128919609 0.43695108 0.7725876 0.49499713 -0.83235403 -0.85837526
## 442 -0.134936145 0.69825107 0.8084550 0.84127172 -12.43225707 -20.30489965
## 1113 -0.144400133 0.70507271 0.8495278 0.82272867 -3.07227654 -3.96988987
## 1832 -0.312237075 0.60775518 0.8591935 0.65776667 -11.55701845 -8.92831928
## 1192 -0.157553706 0.67267824 0.7945565 0.80925253 -1.89834782 -2.21860658
## 1952 -0.009294407 0.55337682 0.7854664 0.73822107 -32.71029896 -79.20824709
## 1413 -0.128654903 0.70835268 0.8331826 0.84185837 -1.99928329 -2.08975453
## 822 -0.211277913 0.69317335 0.8496132 0.76887991 -0.61267604 -0.64606971
## 1662 -0.031970832 0.68621465 0.8629598 0.76324308 -1.28411778 -1.28756238
## 1072 -0.164141457 0.68010146 0.7636370 0.84068839 -5.85303925 -8.29302170
## 322 -0.122626386 0.69160976 0.8198331 0.84507784 -8.38478831 -12.34563904
## 1612 -0.053181456 0.64040461 0.7418087 0.77770290 -26.94807813 -57.53613261
## 1902 -0.219135940 0.69554544 0.8049059 0.84743613 -8.19972789 -12.43656270
## 772 -0.226740713 0.67537466 0.7813545 0.83673223 -3.41500049 -3.19958327
## 313 -0.137697140 0.66023099 0.7754637 0.83013947 -4.95391864 -4.65654846
## 792 -0.269237234 0.68040465 0.7960317 0.83456042 -3.89805082 -3.49258308
## 1242 -0.219109217 0.62566747 0.8029837 0.81563690 -24.37697000 -50.31766561
## 1232 -0.230136287 0.69340675 0.8048466 0.84488040 -19.33657720 -35.19064781
## 472 -0.301955819 0.67475846 0.8555092 0.75505278 -5.06795498 -4.36268656
## 1712 -0.095277456 0.60313566 0.7376716 0.76257388 -31.14171338 -72.81321110
## 942 -0.117263427 0.51743600 0.7223894 0.72168224 -36.21012448 -93.03310117
## 602 -0.205171700 0.64965452 0.7571479 0.80420412 -47.76937805 -149.13578365
## 413 -0.406574056 0.69345605 0.8134253 0.84705118 -29.93936237 -66.51769564
## 1112 -0.425224845 0.68027598 0.8228903 0.84184780 -5.66152603 -8.18079374
## 452 -0.024850376 0.02703847 0.4749505 0.56220061 -47.10938138 -151.53917137
## 1852 -0.364092222 0.60317194 0.6626388 0.76613701 -16.86730181 -30.34140371
## 1272 -0.304021090 0.19835865 0.5621502 0.51855613 -9.91829744 -18.39162910
## 1262 -0.030725976 -0.19660326 0.3740114 0.47368918 -41.45445495 -121.65171772
## 272 -0.475449400 -0.39158531 0.4170709 0.27898797 -20.08712782 -42.12599053
## 232 -0.628898533 -0.73669180 0.4707516 0.18013121 -30.60068331 -72.94405491
## 1442 -0.719797722 -1.08126997 0.3218616 0.09349804 -63.87267374 -292.21524067
## 892 -0.491104623 -1.25863708 0.1304393 0.05619101 -63.36396548 -304.17250877
## 1912 -0.760483535 -1.68973747 0.2494422 -0.08458647 -51.35076879 -178.74265652
## 632 -0.729677857 -2.80832665 -0.1455225 -0.33572220 -63.35067771 -296.51813060
## valsmKGE treatment weightedcal
## 1522 0.4888182032 Static 0.453977544
## 1362 0.5179681206 Static 0.436900779
## 202 0.2324854706 Static 0.419913619
## 342 0.4926764462 Static 0.409833340
## 782 0.4730343970 Static 0.390970856
## 282 0.3755257530 Static 0.381050734
## 1812 0.4949900724 Static 0.373084433
## 392 0.5081159201 Static 0.372422918
## 1352 0.6050479526 Static 0.368959353
## 682 0.5022235061 Static 0.367529303
## 652 0.4036722770 Static 0.366362909
## 1992 0.4899864351 Static 0.361818853
## 262 0.4257377912 Static 0.351419730
## 1032 0.5463480276 Static 0.348559966
## 1042 0.4743049650 Static 0.345503633
## 902 0.5088197214 Static 0.343483772
## 1002 0.4929478392 Static 0.331678015
## 213 0.2878496825 Static 0.324818262
## 832 0.5255595888 Static 0.324103182
## 1372 0.4583829595 Static 0.321086580
## 1502 0.3592018749 Static 0.316457154
## 1713 0.3870877342 Static 0.312919105
## 613 0.2697039173 Static 0.307353849
## 1222 0.0271002048 Static 0.306341892
## 622 0.0156448762 Static 0.303996079
## 592 0.2238534295 Static 0.302371489
## 1492 0.3638946915 Static 0.298700444
## 302 0.2514887718 Static 0.298694293
## 1513 0.4222589145 Static 0.297065350
## 862 0.0683587111 Static 0.292913215
## 802 0.4131965786 Static 0.291675352
## 1202 0.3505629286 Static 0.289261536
## 1602 0.1878398132 Static 0.286332894
## 713 -0.0100439816 Static 0.281851418
## 1412 0.4398906157 Static 0.281143548
## 1452 0.2903430162 Static 0.277532587
## 712 0.2058189730 Static 0.277249477
## 1292 0.3912885606 Static 0.275501186
## 1913 0.3136190550 Static 0.273383024
## 962 0.1299418542 Static 0.272702713
## 492 0.3346130245 Static 0.271794478
## 842 0.1446332484 Static 0.271730951
## 952 0.0140875300 Static 0.269673829
## 332 0.3688520150 Static 0.267866662
## 582 0.4253428625 Static 0.267820118
## 732 0.3099057691 Static 0.267062232
## 522 0.1895082338 Static 0.265099874
## 1592 0.0479970970 Static 0.261884376
## 762 0.2070156421 Static 0.261248647
## 1022 0.3060603775 Static 0.260854966
## 1722 0.0329233046 Static 0.256953539
## 1542 0.1424264580 Static 0.256728322
## 1962 0.0381127237 Static 0.254012110
## 1882 0.0835610751 Static 0.253833682
## 1172 0.3645020284 Static 0.252668587
## 1613 0.1224011678 Static 0.248693422
## 1082 0.1602183768 Static 0.243599297
## 1892 0.0896993281 Static 0.243460343
## 1922 0.2316625397 Static 0.239926444
## 562 0.1399117671 Static 0.239167166
## 1103 -0.0012212658 Static 0.237363313
## 1782 0.2204771330 Static 0.236853874
## 1942 -0.1613631433 Static 0.233709442
## 1562 0.2538702528 Static 0.232499494
## 1982 -0.0016750433 Static 0.230938127
## 1652 0.3228664548 Static 0.226772347
## 1052 0.0357936817 Static 0.224199514
## 913 -0.1429863962 Static 0.223397955
## 512 -0.1214454360 Static 0.211957778
## 642 0.2068705832 Static 0.211817853
## 1432 0.2532228771 Static 0.210615105
## 1402 0.3402332831 Static 0.209641800
## 812 -0.0304073356 Static 0.207223353
## 1862 0.2880848437 Static 0.206134671
## 1062 -0.0511474046 Static 0.199592078
## 722 0.1553337524 Static 0.196552412
## 1092 0.0147581267 Static 0.191690589
## 482 -0.0507434379 Static 0.189740461
## 1752 0.0522777113 Static 0.189736607
## 1682 0.1328776701 Static 0.188783521
## 532 0.1977016804 Static 0.187139519
## 1572 -0.4649943505 Static 0.186400930
## 1282 -0.1827074767 Static 0.182463018
## 1013 0.1176220971 Static 0.182405301
## 852 -0.0467138492 Static 0.182344990
## 292 0.0580488868 Static 0.179863663
## 1622 0.0519173507 Static 0.175339090
## 252 0.1519220412 Static 0.173933797
## 692 0.4360053571 Static 0.165902293
## 1302 0.1449518472 Static 0.162547512
## 2002 0.0001488719 Static 0.153118683
## 1792 0.1499902567 Static 0.149899759
## 1532 0.0389383149 Static 0.149255442
## 1732 -0.4472399785 Static 0.147631420
## 1213 -0.0424069996 Static 0.147020683
## 1102 -0.1876111290 Static 0.146493114
## 992 -0.0504753209 Static 0.145459675
## 982 -0.3138098590 Static 0.143997479
## 1332 -0.0832718232 Static 0.141475863
## 1422 0.0140888648 Static 0.135796081
## 462 -0.4820131339 Static 0.134473290
## 1312 0.1133690973 Static 0.127568570
## 1822 -0.2574205355 Static 0.126783033
## 1472 -0.0536589408 Static 0.119102929
## 1162 -0.3212426031 Static 0.117998789
## 312 -0.5791179352 Static 0.117904207
## 1482 0.1353099301 Static 0.115928236
## 1182 -0.1531463023 Static 0.112375676
## 922 -0.5851950108 Static 0.109908750
## 1692 -0.1325772057 Static 0.103471866
## 432 -0.5903880424 Static 0.103217949
## 362 -0.0309725335 Static 0.100369627
## 813 0.2284642218 Static 0.098480273
## 742 0.1307583201 Static 0.096213875
## 1772 -0.1170352676 Static 0.090569657
## 1342 0.3101782209 Static 0.090412809
## 502 -0.4334963659 Static 0.083724890
## 1132 -0.5838085394 Static 0.081424728
## 752 -0.3386217050 Static 0.076058703
## 1582 -0.5964843035 Static 0.070108552
## 1813 -0.4327918383 Static 0.069541767
## 1872 -0.5389412725 Static 0.064452519
## 212 -0.0651411317 Static 0.061869426
## 402 -0.5229823983 Static 0.057378914
## 1742 -0.5449822562 Static 0.057218521
## 1212 -0.0775617112 Static 0.055551947
## 672 -0.5955929178 Static 0.053061329
## 1632 -0.5250896453 Static 0.049787551
## 513 -0.5321578783 Static 0.049163606
## 422 -0.5754305047 Static 0.044750615
## 1322 -0.5803226042 Static 0.042466691
## 372 -0.3324396305 Static 0.042323289
## 932 -0.4805138413 Static 0.039546997
## 1392 -0.1017577887 Static 0.032161374
## 912 -0.4371342070 Static 0.028687924
## 552 -0.5312051915 Static 0.028021631
## 1012 -0.2881119526 Static 0.021052289
## 1152 -0.5240217739 Static 0.018772378
## 662 -0.5084852685 Static 0.015272611
## 382 -0.5879956908 Static 0.015206537
## 1552 0.0688823452 Static 0.011436736
## 612 -0.4439534926 Static 0.005208979
## 412 -0.5763926766 Static 0.004975570
## 1122 -0.5385841296 Static 0.003633285
## 1802 -0.2989252869 Static 0.001055837
## 1842 -0.5190489737 Static -0.004872451
## 1382 -0.5316737005 Static -0.005980652
## 872 -0.4222579759 Static -0.008381833
## 1252 -0.3973202796 Static -0.008920685
## 972 -0.6077201494 Static -0.010038531
## 1462 -0.5898049596 Static -0.018564905
## 702 -0.2837902680 Static -0.024297416
## 1672 -0.3510415419 Static -0.025441630
## 1762 -0.3618842546 Static -0.026014901
## 542 -0.5805921692 Static -0.029227991
## 242 -0.3959943083 Static -0.040946708
## 1313 -0.5923686343 Static -0.049953781
## 222 -0.4303353564 Static -0.053064650
## 1972 -0.5003269764 Static -0.072540086
## 572 -0.5948910419 Static -0.076916983
## 1142 -0.4721907110 Static -0.083281982
## 882 -0.5544569026 Static -0.088000534
## 352 -0.4789924364 Static -0.089484375
## 1932 -0.4885369605 Static -0.092277057
## 1642 -0.5121630261 Static -0.093044396
## 1702 -0.4066927513 Static -0.101144156
## 1512 -0.1187125873 Static -0.105919085
## 442 -0.5500511510 Static -0.107817369
## 1113 -0.4643669261 Static -0.111100313
## 1832 -0.5775319717 Static -0.114974352
## 1192 -0.5067346157 Static -0.116877828
## 1952 -0.3787343487 Static -0.120518942
## 1413 -0.4897131916 Static -0.124258564
## 822 -0.5600947153 Static -0.124915966
## 1662 -0.4126858173 Static -0.127445484
## 1072 -0.5575363368 Static -0.131618380
## 322 -0.4164285072 Static -0.137530769
## 1612 -0.3526577440 Static -0.141602106
## 1902 -0.5725769151 Static -0.146190410
## 772 -0.4774035554 Static -0.151385790
## 313 -0.5144515915 Static -0.157677889
## 792 -0.4780728375 Static -0.168316078
## 1242 -0.6344346453 Static -0.170105326
## 1232 -0.5575821024 Static -0.179020848
## 472 -0.5092523232 Static -0.179021689
## 1712 -0.4079508357 Static -0.193580715
## 942 -0.4452466387 Static -0.200042400
## 602 -0.5287378079 Static -0.235491764
## 413 -0.6652134894 Static -0.280362509
## 1112 -0.5517102316 Static -0.304239519
## 452 -0.5916292189 Static -0.312059279
## 1852 -0.6383693575 Static -0.317471893
## 1272 -0.6515458178 Static -0.379643737
## 1262 -0.6057311514 Static -0.472039513
## 272 -0.6578993583 Static -0.552765291
## 232 -0.7546812129 Static -0.714652993
## 1442 -0.8429177176 Static -0.917908225
## 892 -0.7615852394 Static -0.949854826
## 1912 -0.8721459051 Static -1.017372617
## 632 -0.9207422077 Static -1.369291844topstatic<- ordereddist[ordereddist$treatment=="Static",]
topssurgo<- ordereddist[ordereddist$treatment=="SSURGO",]
toprss<- ordereddist[ordereddist$treatment=="RSS",]
toprss## m k soil_dep m_v k_v gw1 gw2
## 741 4.4874938 39.5455092 0.4399976 1.2113681 3.9141783 0.2762229 0.3226408
## 1361 4.1721498 13.4175601 0.1133911 10.3453788 3.8324710 0.1717331 0.5797764
## 211 3.6576849 44.9838395 0.1270450 10.3652048 1.3430104 0.2719348 0.5348846
## 341 3.0784224 17.3217009 0.1416683 3.5122041 4.0066938 0.2917786 0.2889545
## 901 1.5817854 41.1294542 0.1776117 8.1157405 0.8713272 0.2477113 0.4291277
## 781 3.2928623 30.4936841 0.3412607 6.4920672 5.4268699 0.1430565 0.3624518
## 201 4.0644502 1.9449133 0.1843174 1.0332215 6.8139056 0.2856574 0.2166484
## 391 2.1659590 49.1811894 0.2864038 1.9368631 3.5838811 0.1304920 0.3104428
## 1521 4.7770160 3.9076681 0.2098907 5.6443021 2.8026536 0.2790358 0.5774347
## 681 3.1552510 20.4877325 0.2311781 6.9383713 1.5330637 0.2834560 0.1998115
## 1221 3.9958025 43.8320597 0.3453099 7.0220555 4.8424337 0.2259157 0.5277145
## 1031 2.5697588 37.3606656 0.2922301 13.4735757 0.5494664 0.1951221 0.4109237
## 1781 2.2415179 43.4068938 0.4895840 4.7981105 1.4032414 0.1339848 0.4134777
## 521 2.1447729 10.9139041 0.3607568 6.3834153 4.9269465 0.1764151 0.2233103
## 961 3.1754480 17.8301738 0.2478600 7.1410165 4.7336329 0.2337279 0.1926710
## 1591 2.3452651 5.3087282 0.4123107 12.3332968 5.6017866 0.1871686 0.4698901
## 841 3.1942519 40.1588979 0.1018476 10.4794466 9.8882222 0.1822007 0.4387325
## 711 4.4725723 12.5721399 0.4342350 5.6642993 5.7789070 0.2604348 0.5089935
## 1941 3.0945727 23.0823850 0.4184944 4.1252679 10.7595860 0.2369682 0.2039848
## 621 3.7453649 58.1664890 0.3650659 12.1915163 9.4466096 0.2177848 0.5239239
## 861 4.4553255 58.0499302 0.1511175 3.9354198 10.2859877 0.2822398 0.4996041
## 1021 2.4600753 34.0023177 0.2375757 1.7313118 9.1960543 0.1673600 0.5299621
## 491 1.6639788 55.5144779 0.1391758 14.1639417 5.4866553 0.1459596 0.5428872
## 261 3.4091517 59.7769746 0.1083893 8.1862551 6.6990591 0.2877357 0.3813863
## 1991 2.6005231 55.7769213 0.4508616 3.0671172 6.2633132 0.1196855 0.2155960
## 710 1.7485066 18.6882125 0.4796338 2.5456431 7.5370872 0.1891872 0.2871406
## 1351 4.3440428 24.9495939 0.1354113 14.7157920 1.0607720 0.1155288 0.4201881
## 1001 2.0053121 58.7884657 0.1079892 11.5820263 2.4571855 0.2011866 0.5522539
## 1881 4.5914085 22.0299550 0.4242988 11.6739995 4.9255326 0.1958244 0.3802228
## 1551 4.5806710 41.8384449 0.2510615 1.2644610 11.8923781 0.2412538 0.2354901
## 281 2.8769132 10.6498938 0.1456415 11.9589233 7.0920403 0.1563051 0.4079164
## 1961 4.0705524 26.8747592 0.2628593 7.5240532 4.3420434 0.1293517 0.3662284
## 921 2.8326475 10.4552046 0.3093272 11.8020818 9.6480285 0.2908414 0.2705425
## 651 2.9137805 5.9137284 0.2587145 14.6220687 2.0760948 0.2254271 0.2805514
## 911 3.5304249 15.3551288 0.3691731 5.1527058 6.4147954 0.2130550 0.2827870
## 761 3.7138766 27.3318199 0.1900155 12.9452370 12.1485151 0.2888425 0.4960431
## 1821 2.9936683 22.4186551 0.2053523 13.7105786 8.1522640 0.2357047 0.1825108
## 301 2.5350528 28.5243036 0.1734294 5.4400082 14.4098298 0.1329949 0.3231158
## 591 4.1451515 44.4935435 0.3707940 7.4975574 9.5231157 0.2758972 0.5672285
## 510 3.0063998 35.7747194 0.3365424 4.5989563 9.7362040 0.1455488 0.5601428
## 611 3.6189140 25.3444081 0.3945591 4.0358619 13.4477909 0.1798469 0.4663153
## 1081 2.7763172 53.1212332 0.2174230 5.2099922 4.0960589 0.1855257 0.1501674
## 691 2.6433122 57.4898617 0.3242565 1.2779695 5.1351083 0.1557800 0.3789590
## 1041 3.9454358 39.3691792 0.4857739 8.8359254 7.0339035 0.1388027 0.4170730
## 1981 3.6539565 54.4964613 0.4537223 6.5952137 7.5911992 0.2064704 0.2660069
## 951 3.4212571 54.2188859 0.3226396 5.0832451 10.3290111 0.1254480 0.1003364
## 1301 1.9225263 20.1774321 0.3176094 9.9782950 1.6024659 0.2314739 0.4932349
## 1871 2.6138775 53.4695105 0.1141413 13.0982356 10.3640662 0.1521231 0.2289150
## 1611 4.6383996 49.9360316 0.1994799 3.5631494 6.1543082 0.1405481 0.2099627
## 1491 4.8169945 29.2175841 0.3740048 7.0046522 2.4999946 0.1725626 0.4294628
## 1891 2.0646748 9.1154559 0.1556393 5.7379431 13.5019907 0.1379130 0.1375946
## 731 1.6011143 35.0926538 0.2684786 12.6200512 6.8977167 0.1128723 0.4786287
## 1161 3.5586678 41.5915118 0.1326528 6.9336097 7.9162123 0.2905374 0.4131491
## 1541 4.8855399 59.6121543 0.1211457 12.0140267 5.2625225 0.2703154 0.3876015
## 431 2.7325437 8.6462636 0.2899923 4.3047151 8.4104286 0.1969951 0.1594193
## 1101 3.6980682 29.3732941 0.2808096 9.9001333 9.1245845 0.1395363 0.4024533
## 1561 1.5431898 19.3725115 0.1681113 7.2755450 1.1757351 0.1534678 0.1845930
## 1651 2.9236588 52.5658080 0.3306159 7.8266641 2.1508021 0.1085916 0.1210259
## 410 2.1599461 26.5094511 0.3286098 4.3943265 7.6371606 0.2303580 0.5121772
## 1451 1.8552089 39.1647815 0.3769340 1.6653319 10.6073564 0.2317831 0.1451060
## 1201 2.2947373 35.4907426 0.2844833 3.1413425 5.7721033 0.2586750 0.4433126
## 1621 3.2129797 27.8843903 0.4647468 6.5265364 2.4101958 0.2612575 0.5431551
## 1601 3.4707463 7.5532162 0.1077727 5.5858796 14.0331650 0.2770508 0.2719371
## 1131 2.1278544 31.9620093 0.3120933 8.2842510 11.0048262 0.2831446 0.2064051
## 1731 2.6848013 10.5611468 0.1801438 1.5395126 13.7827548 0.2453989 0.3520317
## 810 2.6748460 3.1997660 0.3001760 0.8934533 0.6250054 0.1563588 0.4098198
## 831 4.8953053 59.2611786 0.2118332 6.6375519 6.2607542 0.1446642 0.5410945
## 1281 4.3191152 12.6873583 0.2496789 8.7177540 3.6554820 0.1682981 0.1207928
## 1371 3.9166488 24.7432313 0.4095167 10.8278068 14.4487961 0.2700589 0.1259822
## 1100 4.9049692 22.4993762 0.1154618 13.6255312 12.5386328 0.2030855 0.1083525
## 551 2.6751037 55.0455542 0.4286164 7.9593624 6.7540113 0.1428810 0.5168689
## 1721 4.8321369 37.3531491 0.1921737 5.2894034 11.3713852 0.1101882 0.4333784
## 1741 2.3867389 48.4249544 0.2350714 10.9631081 8.0418951 0.2118129 0.2737126
## 371 1.8623035 47.2850879 0.4304697 3.0566511 1.7077179 0.1577646 0.4853655
## 661 2.8235022 48.1994402 0.1317630 12.4285402 3.4531062 0.1428800 0.1360929
## 1681 4.7252792 51.7348058 0.3087612 0.5874751 14.8294564 0.1500630 0.1154625
## 401 2.9864116 22.3259287 0.1258648 4.4893663 8.7349865 0.2168823 0.4550546
## 1711 2.5083356 35.3402649 0.4139011 6.2730129 8.6493824 0.2679280 0.3836852
## 461 3.6509550 14.2861381 0.3307821 11.3036247 12.8655790 0.2622874 0.3160165
## 1410 3.8534676 55.1976732 0.1552641 9.8427705 6.4341494 0.1202316 0.2481015
## 610 1.8859355 40.8242880 0.1249976 7.5896634 3.7390950 0.2750464 0.2456923
## 811 3.2719787 35.4695962 0.1629077 0.5019589 2.4314373 0.1827633 0.1429198
## 1811 3.3711053 54.4530514 0.1573480 12.9201839 4.7554448 0.2189047 0.1789028
## 1581 2.8656680 8.5092118 0.2978362 4.6732731 7.9679890 0.1687320 0.3987964
## 1481 1.6806021 48.6271900 0.1757397 10.7837601 1.4769981 0.2211714 0.5185497
## 1010 1.8332943 45.7929593 0.2428886 12.7425242 7.4705120 0.1350219 0.2388537
## 1211 3.3966758 40.1242669 0.4604639 13.1389258 9.7918666 0.2696125 0.2531761
## 1571 3.0599640 1.7544255 0.3757697 11.7514182 2.3469918 0.2516638 0.3711870
## 981 3.7701017 11.5718837 0.3480505 4.3564351 9.0187252 0.2279008 0.5216438
## 1061 1.6233791 4.6589818 0.3887042 5.7285639 1.1171665 0.2490050 0.3492750
## 541 2.0281112 35.3829032 0.1987422 5.2409142 12.0166630 0.1076959 0.4896331
## 1291 4.7317730 46.8267834 0.4369550 6.0288843 13.5539006 0.2125718 0.2239061
## 561 4.2031632 57.3806082 0.3860317 7.0837388 13.0254319 0.1909434 0.2576967
## 210 2.4067495 30.7678763 0.4274962 12.1701530 1.0369840 0.2142909 0.3266745
## 1181 3.1184677 20.8922622 0.3144633 8.1614834 2.9925994 0.1243004 0.5133948
## 1321 2.0378684 41.0089691 0.3436827 10.0416888 9.1079114 0.2959690 0.4250473
## 851 4.9592231 45.5560871 0.2741147 13.7798725 13.0949553 0.2058380 0.5000754
## 1091 4.2114215 25.4475743 0.1028396 5.7556938 4.5407962 0.2432191 0.1663115
## 910 1.8209964 19.8916598 0.1374903 5.8753606 13.7107657 0.2101497 0.5752031
## 1141 1.7252608 53.3552643 0.2639221 3.3827405 1.2807495 0.1776700 0.4745579
## 291 4.3347045 55.8351771 0.4613700 8.9034059 2.6176789 0.2843536 0.3731314
## 801 4.3789822 51.9100023 0.3834270 4.2358471 9.5751258 0.2740570 0.1763739
## 531 4.3011453 23.5003529 0.2374251 13.7887621 2.3851435 0.2174891 0.1694230
## 421 2.4821616 9.9635777 0.3491509 8.5404903 9.2608536 0.2998646 0.2173434
## 1171 2.4272165 37.1346713 0.1113663 4.5965250 6.4870999 0.2905430 0.2961513
## 1861 3.0659579 51.7909540 0.4078320 4.2561174 1.8412515 0.2357361 0.4275981
## 1771 2.7091486 46.5317679 0.4160571 10.6030459 5.3140510 0.2844772 0.1548228
## 481 4.6480602 26.5519515 0.4067555 13.9193774 12.2908231 0.2292113 0.4373144
## 1431 4.1074970 54.7283773 0.2445800 8.1601377 6.8755617 0.2389351 0.2318835
## 361 3.9728964 31.1827413 0.2948250 3.8103050 2.6314292 0.1108767 0.4852571
## 331 2.7176909 56.9855883 0.4775040 10.8896031 14.0153559 0.1551780 0.1906773
## 641 3.4465804 26.8204672 0.2080842 6.2832963 8.8985443 0.1511368 0.4610258
## 1510 4.2681957 12.2258897 0.4985123 1.6648460 4.1514824 0.1095405 0.4079000
## 1801 1.6576564 48.8012380 0.2125385 3.2823091 5.6582264 0.2433822 0.5823913
## 511 3.5002318 20.4014273 0.3065796 10.4691408 10.8979570 0.2441804 0.2819572
## 1121 2.5739118 45.0957332 0.2007684 13.3021527 5.1578042 0.2372296 0.2544813
## 310 3.4793874 8.3914200 0.2487633 5.5504568 8.8394967 0.1527464 0.1883463
## 501 1.9705515 6.4841342 0.2874455 1.4652498 9.8421513 0.1505302 0.3367494
## 751 2.8492449 38.3251905 0.4597892 3.8098068 14.2369893 0.1621162 0.4473670
## 1511 4.7601675 43.3007516 0.2120942 14.4448351 10.0649047 0.2093101 0.4770997
## 991 3.0266250 15.0794619 0.1437196 7.5815315 7.7254314 0.1138379 0.3310065
## 1751 3.7389733 58.1819491 0.2789951 3.7412037 6.9852896 0.1841358 0.5541106
## 1310 3.2501004 42.9691576 0.4211703 14.0574182 1.7734201 0.1438809 0.1011326
## 251 1.0647582 59.0530925 0.4597748 5.9401712 3.2172008 0.2237443 0.1471745
## 1501 4.3091411 6.7817081 0.2009149 0.7117937 7.8275386 0.1057167 0.2966910
## 2001 3.9591587 38.6888908 0.4848632 5.0572335 8.4751479 0.1848245 0.4842547
## 721 4.9923682 45.2023192 0.3642637 11.0886016 3.1069167 0.2487446 0.5931660
## 1401 4.9194716 49.1247119 0.3880268 8.4162443 7.1615888 0.1755439 0.3295141
## 1911 2.0864679 28.0782194 0.1303534 3.3572481 11.7925483 0.1996520 0.5650058
## 1921 2.1864877 32.2140951 0.2659684 7.3287754 7.3874505 0.2816476 0.5965235
## 1691 4.4789249 21.1821407 0.1958672 5.7192976 10.5714692 0.2014599 0.1814909
## 1051 2.2544635 9.0098946 0.3541856 10.1954041 12.5460469 0.2330692 0.5803596
## 1311 2.3222467 56.4064526 0.3590594 7.6435547 12.6868101 0.1117855 0.3043687
## 571 2.5782015 47.6418908 0.3509838 6.1071974 14.6168390 0.1987970 0.1717061
## 1331 4.4829531 34.7942950 0.3170732 14.5283622 11.5730926 0.1544988 0.3952312
## 1251 1.1872409 53.8235124 0.2840683 13.0619774 9.6249187 0.1865519 0.2779001
## 1421 2.7460853 40.4689028 0.4281874 3.8454695 6.0717688 0.1594581 0.2567174
## 1631 2.4160015 6.3021430 0.4884144 13.0034885 8.6035531 0.2008808 0.4702393
## 1671 1.1490447 34.4471907 0.4785575 12.6403867 2.1646896 0.2550246 0.3436889
## 1531 1.0496359 31.0848868 0.3579646 7.8581171 8.2810636 0.2347451 0.2673028
## 1011 4.7516202 59.7274423 0.2270104 4.1024862 7.9009646 0.2364594 0.3187847
## 1471 4.4988406 46.3638336 0.1945113 11.4873570 9.9918170 0.1706895 0.2010644
## 1381 4.5508056 15.8507089 0.2336999 11.2384036 5.9171043 0.1191508 0.5461420
## 971 2.6528292 28.2847956 0.2171048 14.0064103 13.2668261 0.1061940 0.2413148
## 1461 1.1199949 37.4854217 0.3373306 2.4414256 9.3079541 0.2897785 0.1036001
## 1391 1.1133848 36.7662137 0.4491487 1.3851860 4.7960651 0.2931498 0.5468826
## 701 1.5090767 23.9151841 0.2596842 0.7887013 2.9130242 0.1267087 0.2843443
## 1831 2.0187715 37.8814634 0.3112827 8.1920475 3.2555631 0.2538419 0.2598376
## 1791 1.0255303 58.1411014 0.4487539 2.3546238 6.8813164 0.1758932 0.5615578
## 1210 2.9535724 33.0292292 0.1714317 2.8495289 5.0497037 0.2409353 0.3160109
## 671 2.1162155 17.2351301 0.4452678 13.5427372 10.4939890 0.2969232 0.1975129
## 221 1.5993592 33.8004731 0.1814927 11.5614277 3.1666692 0.2336306 0.2225341
## 821 1.3472402 32.3007599 0.3673064 1.3095045 10.7243223 0.2397703 0.5062794
## 871 1.2180063 14.6740201 0.4211255 9.4935187 11.3689639 0.2306591 0.4015246
## 941 0.8064651 9.5129132 0.4626862 0.8048471 3.0682157 0.1438606 0.3495411
## 241 1.0401288 21.4973618 0.1823970 13.2047289 5.4278869 0.2425757 0.5045802
## 381 1.7707499 23.5847309 0.1539863 8.4871822 14.5050745 0.2891983 0.3730947
## 1951 0.6721826 16.8697524 0.2932057 0.7896034 0.7638175 0.1859641 0.1310645
## 1341 1.9557917 44.5700949 0.1603416 1.0560547 3.4589674 0.2723291 0.3463187
## 1710 0.7144826 11.4803103 0.4956568 10.2977158 0.9399384 0.2552123 0.4845960
## 1610 0.6257779 36.2622953 0.1136078 12.3059438 1.8828807 0.2039728 0.4657808
## 1701 0.7423643 19.6640239 0.2412448 13.8506919 4.9906975 0.2691014 0.3008579
## 1661 1.7950911 24.0183798 0.1881327 0.8204411 14.1034788 0.1501560 0.2329292
## 451 2.0408686 0.6797004 0.1471462 10.1287523 6.8571545 0.2071671 0.3543407
## 321 0.9769224 25.8535502 0.3178894 2.6963389 3.6663905 0.1161783 0.3402870
## 1810 3.5253193 14.1171369 0.4682764 2.6957420 2.2181307 0.1337797 0.5334391
## 931 2.3736966 3.5719722 0.3715815 7.6808641 11.3181136 0.1658741 0.2135586
## 1761 1.0698388 11.1001650 0.4923585 8.1444105 6.0025223 0.1220683 0.1323533
## 601 0.6009209 16.0779568 0.2209888 2.6218411 6.0750399 0.2791817 0.3971882
## 1111 0.9951837 24.5184681 0.3265019 11.2444378 4.7058182 0.2157582 0.1825176
## 1231 0.8349048 38.5305033 0.2193587 7.2106450 10.0937444 0.1004008 0.2857140
## 1191 0.9387943 57.8172065 0.1170893 9.1531933 5.8078486 0.2955550 0.4538252
## 1641 1.2596324 30.1054879 0.1852558 13.2512772 4.2333826 0.1965684 0.4056935
## 471 1.5346075 15.6421771 0.1286037 10.4461764 2.7570551 0.2923546 0.3215411
## 1841 1.7039064 11.0625193 0.3443278 12.5850183 10.0233869 0.2196810 0.2449090
## 881 1.3048950 42.4651388 0.2241977 13.3408116 7.3686400 0.1502583 0.3598939
## 1971 1.4601293 8.2036618 0.3303803 14.5463418 14.3456989 0.1287801 0.5897681
## 441 0.9802123 13.1041531 0.2573512 12.8380156 10.3994116 0.2196136 0.3348719
## 1931 1.1064761 29.7931039 0.2034917 9.9148596 4.5877299 0.1490394 0.2015629
## 1261 2.4650530 0.5130693 0.2733256 1.1888706 14.8487197 0.1873842 0.4363479
## 411 0.6484681 25.0094206 0.1715894 3.9918671 9.3636306 0.2472575 0.1977263
## 1241 0.9417628 7.2957118 0.3561314 9.6286914 6.3644027 0.2122080 0.2191521
## 351 1.3276351 12.1563627 0.2567973 8.8064187 5.7696602 0.2266615 0.5015913
## 1151 1.3265852 5.5293062 0.4835959 11.0570534 11.6997727 0.2677586 0.2907198
## 1901 0.7199099 52.3555559 0.4865335 9.3683872 7.4755367 0.1987148 0.1446166
## 1411 1.4912671 10.3044329 0.3325753 9.7169959 8.2188161 0.1812374 0.4401627
## 791 1.2228527 56.4673612 0.1656379 12.0275264 11.4752822 0.1212135 0.3152750
## 771 1.2598972 31.6696209 0.4032982 12.7990937 12.3561996 0.1038479 0.3278648
## 311 1.4372836 9.6666566 0.4729182 8.0825788 5.8026485 0.2075037 0.4311370
## 891 1.0085376 1.0710129 0.3972172 14.8204466 5.9577913 0.2216529 0.5275352
## 1071 0.7568265 56.7689230 0.3721366 11.8397866 14.1715641 0.2438155 0.3742347
## 1110 0.7164907 34.6138654 0.4693476 1.7972628 12.9542933 0.2241619 0.1320184
## 1851 0.5742896 46.1899049 0.1060701 14.7476076 14.7716255 0.2730332 0.4289224
## 1271 0.6945449 27.6468943 0.1235678 6.0633830 5.5490336 0.1583402 0.4446249
## 271 0.5482016 34.3894715 0.3329838 9.2959094 2.8836320 0.1087318 0.5266662
## 1441 0.6802881 3.6660428 0.3843343 4.8721036 7.4215618 0.1122175 0.3851497
## 581 4.6992350 50.2970370 0.3019598 3.6267867 6.6362231 0.1648381 0.2509845
## 231 0.5040241 22.4032795 0.3382123 14.0263645 11.0491563 0.1111075 0.2975083
## 1910 0.6134446 4.8349892 0.2515768 4.8603898 5.9877848 0.1180730 0.5875913
## 631 0.9210099 1.3187419 0.1623704 10.6725250 9.9052333 0.1240813 0.3475561
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 741 0.6031492 1.470844 0.8485784 1.7306747 1.7029189 74 6289 0.13967238
## 1361 0.2545562 1.456646 1.6066604 1.9966373 0.7812533 136 9971 0.43533938
## 211 0.8211265 1.867509 1.8264592 1.1013660 1.4483229 21 742 0.42719438
## 341 0.2495024 1.433364 1.4629396 1.6671877 1.9050454 34 9105 0.44247451
## 901 0.3913392 1.854240 1.4591839 1.7998938 1.3816965 90 3422 0.57586983
## 781 0.1890553 1.085917 1.7917308 1.8942517 1.8363142 78 8428 0.46073430
## 201 0.1718767 1.898659 1.9071080 1.9782674 1.2238168 20 4270 0.53597776
## 391 0.1585434 1.495566 1.3089013 1.6252998 0.8950849 39 5338 0.41549323
## 1521 0.1203709 1.284212 1.0125490 1.2627971 1.0882511 152 2017 0.46568813
## 681 0.5116014 1.877803 1.6568406 1.2911159 0.3520610 68 7539 0.38463882
## 1221 0.7712741 1.596894 1.8603426 1.7809312 0.8063125 122 1587 0.43759932
## 1031 0.1010367 1.148296 1.8072445 0.5281314 1.8146136 103 8302 0.51539719
## 1781 0.7102452 1.596645 1.9620480 0.4099895 0.7825564 178 1102 0.51501051
## 521 0.3392371 1.481623 1.5866547 1.7006390 0.8173217 52 2020 0.55808510
## 961 0.5184576 1.668828 1.9737770 1.3743234 0.1460003 96 1610 0.41444790
## 1591 0.3681972 1.574113 1.6669638 1.9535908 0.8608421 159 8837 0.58792384
## 841 0.3022057 1.278082 1.9487846 0.9299134 0.8390537 84 2249 0.45375688
## 711 0.7321770 1.587419 1.8824240 0.5364835 0.7560616 71 5865 0.44218820
## 1941 0.5788082 1.164015 1.8934381 1.8381362 0.6898617 194 5954 0.48941157
## 621 0.5657578 1.699274 1.7350642 1.9852649 1.8089662 62 8628 0.42986024
## 861 0.6871752 1.368389 1.9170100 0.8812996 0.8780708 86 3468 0.45171040
## 1021 0.2960067 1.700788 0.1783883 0.7263070 0.3426174 102 6491 -0.02655148
## 491 0.3609397 1.922647 1.7671781 1.8368581 1.0451828 49 4183 0.59086766
## 261 0.2758939 1.551759 1.2103743 1.1025986 1.4579780 26 4071 0.39844081
## 1991 0.2025982 1.579606 1.7809520 0.6166248 0.7436985 199 4009 0.42623869
## 710 0.1734727 1.022447 1.6112918 1.9421357 0.7210615 7 6883 0.61395346
## 1351 0.2858342 1.343734 1.7841685 0.2703308 0.3953771 135 6110 0.35466205
## 1001 0.1824002 1.261826 1.3843192 0.3036789 1.6543126 100 8228 0.54396962
## 1881 0.3790526 1.027566 1.5556837 1.2729775 0.8651659 188 8281 0.40296302
## 1551 0.7990457 1.960575 0.7073373 0.9286347 1.4949391 155 8591 -0.14854191
## 281 0.1351198 1.806480 1.2512131 0.8495926 0.1915091 28 7300 0.48271906
## 1961 0.5290107 1.166905 1.9748449 0.3621645 0.2486284 196 6934 0.40629605
## 921 0.4519378 1.031732 1.7582843 1.9109898 1.5069229 92 7203 0.53645552
## 651 0.1576350 1.267852 0.7351321 0.4346573 1.5267460 65 5681 0.48720177
## 911 0.8020529 1.717630 1.1272127 1.7877772 1.3672699 91 1976 0.43275331
## 761 0.2389526 1.207515 1.0472773 0.7922654 0.5028838 76 7725 0.43859664
## 1821 0.4585114 1.337961 1.5119045 1.0054768 1.5809498 182 8667 0.42871857
## 301 0.2928074 1.920315 1.8950099 1.3389780 1.1354766 30 8706 0.47949402
## 591 0.4023864 1.725622 1.0336530 1.5428414 1.4855253 59 4955 0.40898306
## 510 0.6925011 1.671186 1.6840984 0.4600854 0.4156485 5 3520 0.48164652
## 611 0.2398201 1.269438 1.3630453 0.2555130 1.9682911 61 5942 0.42585949
## 1081 0.4164512 1.203028 1.6516975 0.2811060 0.2652905 108 3483 0.40652056
## 691 0.1043446 1.884650 1.4608019 0.6609094 1.1351344 69 4271 0.37193128
## 1041 0.2446619 1.689150 1.9254960 0.6772172 1.5577410 104 1026 0.35519316
## 1981 0.7465465 1.520926 1.5264981 0.8058978 1.1220484 198 2197 0.40142709
## 951 0.5864369 1.613954 1.7237974 1.9055427 1.5576671 95 9671 0.36637332
## 1301 0.4944341 1.256595 1.2850418 1.4420176 0.6330931 130 8747 0.58365409
## 1871 0.6185742 1.524077 1.7588786 1.1647862 0.3337552 187 9865 0.47997745
## 1611 0.4136634 1.161507 0.9251244 0.5065498 1.2015339 161 2796 -0.09977266
## 1491 0.3616049 1.052176 1.7778879 0.1136267 1.2022655 149 4360 0.37172758
## 1891 0.2384358 1.564945 1.5319796 1.2653367 0.4688404 189 5985 0.55143144
## 731 0.2823715 1.888729 1.7940037 1.1612943 1.1100907 73 4499 0.59782640
## 1161 0.9907196 1.087219 1.8245058 1.8153820 1.6686304 116 1793 0.52973215
## 1541 0.5963412 1.671546 1.2576336 0.4290395 0.2736196 154 3773 0.35329004
## 431 0.6477406 1.490181 1.0500842 1.9492833 1.7236081 43 1654 0.49108845
## 1101 0.5930767 1.992251 1.5376344 1.5970949 0.3677350 110 3968 0.39500227
## 1561 0.6372070 1.843659 1.2343696 1.0417615 1.0754909 156 2435 0.56816491
## 1651 0.5140914 1.462373 1.0481193 1.1454374 1.4047692 165 1959 0.37529134
## 410 0.5566740 1.143725 1.7394242 1.7169723 0.3695991 4 1527 0.59024644
## 1451 0.3039034 1.797718 1.3810875 0.6042756 1.7676304 145 9670 0.46294807
## 1201 0.3788631 1.945699 0.7229007 1.5753993 1.0127118 120 7348 0.47381703
## 1621 0.5556816 1.175738 0.9109953 0.1404188 1.5969471 162 8277 0.46916459
## 1601 0.3141412 1.817805 1.4383489 0.1064938 0.5858059 160 7722 0.42149538
## 1131 0.7648324 1.735384 1.4747708 1.9064473 1.6919508 113 6712 0.50971561
## 1731 0.9927075 1.331067 1.4105950 0.8222017 0.7943906 173 1788 0.40459736
## 810 0.9808765 1.908406 1.8541697 0.2786003 1.4339456 8 3075 0.53098556
## 831 0.1602076 1.248644 1.1139539 1.3251101 0.6170666 83 3905 0.32551010
## 1281 0.7903447 1.308595 1.0412713 1.6882814 1.7845142 128 4562 0.36950265
## 1371 0.1017840 1.215610 1.0751875 1.2290681 0.1817609 137 931 0.30546977
## 1100 0.6783060 1.132501 1.3919695 1.4818469 0.5664533 1 3753 0.38486881
## 551 0.6953461 1.310516 1.5763484 0.3429903 0.6775710 55 8684 0.51371656
## 1721 0.7475227 1.858103 1.5462597 0.8919750 0.3753434 172 8598 0.35262857
## 1741 0.9563708 1.972304 1.6806198 0.7362753 1.2754766 174 5374 0.49208331
## 371 0.8829243 1.472098 1.4909552 0.1901553 0.5218096 37 4264 0.55578166
## 661 0.7227281 1.098196 1.9822744 0.2319058 0.8760266 66 1947 0.47156471
## 1681 0.9009370 1.839565 1.9335385 0.3086293 1.6421173 168 1926 -0.29059784
## 401 0.7588487 1.018313 1.8393594 0.9778787 0.9767565 40 7554 0.55394753
## 1711 0.2123924 1.785464 0.5887529 0.6292987 1.3014530 171 7486 0.44130269
## 461 0.7170441 1.937923 1.3373281 0.2896211 1.8494068 46 6375 0.42451987
## 1410 0.3046643 1.693944 1.2128841 1.1208335 0.3036915 14 2241 0.30606989
## 610 0.6403528 1.348976 1.2642375 0.9351488 0.1695635 6 760 0.51460457
## 811 0.3982131 1.075209 1.0002238 1.2533147 1.9453240 81 9755 0.48251249
## 1811 0.8886664 1.404344 0.9695570 1.2437340 1.2341145 181 1235 0.40161183
## 1581 0.8521267 1.682237 0.8115295 1.8226988 0.2126946 158 8271 0.51286229
## 1481 0.6303228 1.473222 1.0589404 0.6005708 0.6134246 148 2678 0.55370543
## 1010 0.3307847 1.049119 1.1937643 1.9309638 0.7237700 10 2849 0.57375017
## 1211 0.3565116 1.104670 0.6481077 1.6097515 1.5842461 121 3948 0.39174770
## 1571 0.9251704 1.753979 1.3343816 0.1260691 1.3611393 157 3293 0.50576590
## 981 0.8448135 1.238113 1.1840689 0.2000965 0.9007070 98 2500 0.50432576
## 1061 0.4770520 1.440039 1.0946250 1.6822009 1.6661133 106 6007 0.57474075
## 541 0.4231423 1.173055 1.5909927 0.7201649 1.7930982 54 1268 0.57671559
## 1291 0.2358183 1.637676 1.3263462 1.2137031 0.1075825 129 6985 0.28421261
## 561 0.4257431 1.802819 1.0702614 1.5861496 1.1394263 56 9211 0.31530988
## 210 0.9879300 1.689656 0.4035990 1.8010754 1.8939901 2 180 0.44884338
## 1181 0.8113679 1.846874 0.4647595 0.1125369 0.2796997 118 6082 0.42672652
## 1321 0.8497211 1.978994 1.3587446 1.2975044 1.0622923 132 45 0.53040868
## 851 0.9443189 1.794227 0.7456548 1.6719572 0.5983341 85 5395 0.42569839
## 1091 0.8691420 1.622468 0.7881594 0.4581952 0.8344956 109 375 0.33302520
## 910 0.4058827 1.533629 1.4452822 0.9008716 0.3867170 9 53 0.58216112
## 1141 0.9939214 1.370060 1.1538367 1.1061251 1.5742408 114 2079 0.56652684
## 291 0.8310492 1.515287 0.3602487 1.6572156 0.4572146 29 8341 0.36364488
## 801 0.2141346 1.965886 1.3062652 0.8471567 0.6849244 80 2527 0.27128908
## 531 0.6547475 1.663813 0.6159583 1.3053968 1.9677873 53 7875 0.29520514
## 421 0.6629661 1.141354 1.4947749 0.9119686 0.5051173 42 5500 0.52708593
## 1171 0.2324361 1.314174 0.2774932 0.2219844 1.4360485 117 2795 0.41974845
## 1861 0.4698743 1.182857 0.3195071 0.1459851 1.5704044 186 410 0.41127939
## 1771 0.4427051 1.187511 0.6710835 0.3299363 1.5467531 177 6037 0.38161694
## 481 0.7010294 1.982210 0.7367806 0.1788541 1.9773532 48 4880 0.37488887
## 1431 0.3192292 1.244905 0.5666888 0.8283532 0.6508318 143 1492 0.31498534
## 361 0.7963938 1.043942 0.2138989 1.8440551 0.6468270 36 3082 0.38620052
## 331 0.1836490 1.617650 0.5456082 0.9995934 0.6926106 33 3195 0.36874797
## 641 0.4087299 1.838281 0.5001039 0.5105957 0.4259500 64 2285 0.38542603
## 1510 0.7038465 1.371923 1.3270466 0.7865092 1.8624942 15 9112 0.44459294
## 1801 0.4868565 1.381962 0.8218856 1.5279642 0.9781273 180 8008 0.55439654
## 511 0.8067193 1.606893 0.5764301 1.3970781 1.5319581 51 2330 0.42654891
## 1121 0.7299441 1.475577 0.5607066 1.9131312 1.9563841 112 9673 0.44010596
## 310 0.7731696 1.996316 0.5262064 0.3912422 1.3903625 3 18 0.40008723
## 501 0.4662874 1.655958 0.8090251 1.3143100 0.1731514 50 2143 0.53999410
## 751 0.6067251 1.017915 0.9090705 1.1682898 0.4638096 75 1154 0.51660183
## 1511 0.1656758 1.760657 0.4173679 1.0743201 0.3850700 151 6283 0.32423028
## 991 0.3644972 1.426229 0.2035409 1.3471088 0.5743651 99 4276 0.41890652
## 1751 0.8252559 1.884526 0.2536385 1.8708804 0.5470453 175 3846 0.38046145
## 1310 0.7835257 1.707009 0.4146203 1.2953692 1.7965766 13 4728 0.30654345
## 251 0.4359428 1.790809 0.7010084 1.4349328 0.1420784 25 449 0.53962151
## 1501 0.1179867 1.335647 0.3188069 1.1888536 0.8521090 150 7667 0.38248660
## 2001 0.4785887 1.067709 0.2970624 1.7115130 0.9018132 200 3522 0.40270905
## 721 0.5303160 1.273739 0.1602665 1.5403275 0.4443254 72 2316 0.36513216
## 1401 0.2677577 1.206783 0.4496588 1.3539189 1.3148902 140 9182 0.29719581
## 1911 0.1110389 1.201020 0.1893227 0.9598376 1.1303977 191 4248 0.49463298
## 1921 0.2618014 1.959193 0.1420368 0.9980998 1.2181060 192 7905 0.46563418
## 1691 0.8600742 1.061966 0.6314816 0.3043096 0.6029331 169 6261 0.41334965
## 1051 0.1732364 1.722980 0.1132590 0.1629137 1.0322452 105 3912 0.48898880
## 1311 0.7491883 1.362206 0.7707655 0.8507148 0.1737646 131 4800 0.50286613
## 571 0.9173439 1.108280 1.1504349 0.1481292 0.6703577 57 3145 0.50000380
## 1331 0.5461652 1.382095 0.2284736 1.2075014 0.9643034 133 2187 0.34781742
## 1251 0.4986869 1.824550 1.3028174 1.6510326 1.7069165 125 8380 0.59943377
## 1421 0.4170257 1.093175 0.1032073 0.4891047 1.4303958 142 3457 0.40402945
## 1631 0.4894011 1.390807 0.5374263 0.8112909 0.2628929 163 7091 0.52126490
## 1671 0.6749858 1.393753 1.4781267 1.7340715 1.0726063 167 9304 0.61737232
## 1531 0.2599626 1.814201 0.6430869 1.6338019 1.8920706 153 2788 0.54993950
## 1011 0.9770902 1.506994 0.1330287 1.5865991 1.9857508 101 4848 0.35880001
## 1471 0.9513885 1.766138 0.1854722 1.6016338 1.7371530 147 3982 0.32708639
## 1381 0.8925405 1.053376 0.3090296 0.8589498 1.8134557 138 9163 0.43921597
## 971 0.5781218 1.408159 0.3342801 0.7341729 1.5193627 97 4396 0.44960853
## 1461 0.7076037 1.897334 0.6006708 1.6141968 0.7931006 146 3456 0.51847673
## 1391 0.4633693 1.768176 0.4447964 1.9351294 1.6211408 139 4864 0.52677170
## 701 0.5167536 1.119411 1.0020938 1.7034683 1.2504541 70 8331 0.51670314
## 1831 0.9327815 1.056411 0.8605852 1.4541394 0.6159441 183 6155 0.52576806
## 1791 0.2040285 1.603233 0.4573923 1.4686293 1.9408512 179 5182 0.52737935
## 1210 0.9687587 1.161083 0.1393509 1.2740430 0.4242682 12 9784 0.43161019
## 671 0.8740734 1.622351 0.8777977 1.1823886 0.5309829 67 845 0.49514451
## 221 0.5427602 1.113051 0.6268198 0.8017157 0.9086077 22 1563 0.51908500
## 821 0.7262259 1.512598 0.6390635 1.8647809 1.7652581 82 9075 0.54037250
## 871 0.3894855 1.589910 1.2216554 0.9372036 1.1720598 87 7965 0.58523812
## 941 0.2260445 1.733849 1.7512208 1.8849729 1.9252816 94 9396 0.44853572
## 241 0.4827580 1.485481 1.6079532 1.5046177 1.1797727 24 1972 0.61786487
## 381 0.8578639 1.566705 1.8534863 0.3531618 0.8886306 38 3990 0.56822995
## 1951 0.1384351 1.892572 0.8404353 0.8548761 0.3414839 195 1734 0.40350741
## 1341 0.5364486 1.917176 1.0250913 1.0903407 0.5974655 134 1196 0.53184328
## 1710 0.4640270 1.858524 1.1683431 1.5176102 1.2153475 17 7572 0.46413385
## 1610 0.4006223 1.875979 1.1986187 1.4738338 0.4073993 16 2414 0.47705051
## 1701 0.3055720 1.407068 1.7328504 0.5755190 1.4348930 170 2799 0.55440561
## 1661 0.6216900 1.194379 0.6529417 0.8391238 0.3074667 166 4827 0.48188549
## 451 0.5524880 1.952062 1.6170086 1.7507534 0.3255139 45 3207 0.39943284
## 321 0.5859068 1.671456 0.3888726 1.2445087 0.7538126 32 3556 0.46600115
## 1810 0.1720911 1.666780 0.2411949 1.5636298 0.6206267 18 3310 0.24107965
## 931 0.9359588 1.222103 1.4178769 0.7000315 1.3374936 93 8203 0.55063752
## 1761 0.1448404 1.210054 0.1487693 1.0505763 1.7194543 176 8347 0.40358777
## 601 0.1029674 1.895878 0.9713199 0.9437267 0.6635188 60 9984 0.44020158
## 1111 0.5373446 1.301064 0.3427828 1.4713491 1.1545687 111 5346 0.48744415
## 1231 0.5319367 1.988797 0.8686139 1.4146791 1.4203240 123 4045 0.51384996
## 1191 0.6540369 1.519089 1.0218438 0.9700511 1.0506610 119 7437 0.54436420
## 1641 0.9092920 1.545775 1.1641820 1.2732627 0.2268417 164 9286 0.57576507
## 471 0.7749825 1.119174 0.1219538 0.8602989 0.9414341 47 8548 0.47090193
## 1841 0.7374550 1.317708 1.0524003 0.3168248 1.3682026 184 6435 0.54466165
## 881 0.9848534 1.772705 0.8671940 1.7860344 1.0641455 88 1059 0.56067161
## 1971 0.4372890 1.260874 0.8972546 0.9538776 1.8229468 197 6106 0.52587090
## 441 0.5052261 1.466623 1.5910667 0.4792167 0.2959472 44 1876 0.54798848
## 1931 0.9854477 1.590400 1.4832742 1.3930883 0.4312915 193 2725 0.59022384
## 1261 0.6857233 1.731275 0.9535439 0.5654755 1.4751119 126 8735 0.25624230
## 411 0.4587242 1.775144 0.7586659 0.7838023 1.3493877 41 5350 0.48423515
## 1241 0.8777057 1.931710 1.6028624 1.6439319 1.8319045 124 3717 0.55466379
## 351 0.7149232 1.321293 0.6670285 1.6526669 1.8823944 35 1484 0.52729944
## 1151 0.9488705 1.834362 0.9925333 0.1677415 0.3028531 115 4810 0.51644820
## 1901 0.7815756 1.557064 1.0843094 1.0243521 0.8801281 190 4114 0.51720612
## 1411 0.8739679 1.234111 0.3951928 1.5633054 1.3191087 141 6996 0.47449767
## 791 0.9039337 1.225147 1.1097854 1.7296965 0.2086141 79 4200 0.54648472
## 771 0.8183783 1.151163 1.6909829 0.6514329 1.5508190 77 9197 0.54357620
## 311 0.9656860 1.015178 0.7122407 1.7436741 0.1567522 31 2938 0.48254570
## 891 0.1138917 1.220230 1.5467404 1.4556207 1.3425294 89 3243 0.14566816
## 1071 0.9411201 1.706236 0.9369930 0.7418955 1.2455891 107 876 0.48697203
## 1110 0.9953312 1.686353 0.1885252 1.1329191 0.4922245 11 7126 0.41262026
## 1851 0.6444897 1.414906 0.9869165 0.1191471 1.3962181 185 4015 0.40583047
## 1271 0.9909522 1.199111 1.4008128 0.5828178 1.8546103 127 9025 0.31970754
## 271 0.8269905 1.256200 1.7394743 0.1674132 0.1320862 27 5569 0.16205412
## 1441 0.2295410 1.830657 1.2940180 0.2510849 1.9270428 144 4758 -0.01744736
## 581 0.3611257 1.942548 1.5829453 0.4283435 1.6720663 58 9133 -0.28403567
## 231 0.8334585 1.491971 0.4862823 0.3669615 1.4459058 23 3205 0.02907731
## 1910 0.6563373 1.643688 1.4433680 0.5843720 1.2621579 19 9421 -0.05402174
## 631 0.9134312 1.927786 1.7098080 0.5491959 1.1974579 63 957 -0.07397819
## lnNSE KGE smNSE smlnNSE smKGE
## 741 0.41257030 0.47811193 0.432062668 0.437971172 0.351007676
## 1361 0.26786408 0.36954994 0.345325134 0.439910394 0.473233970
## 211 0.26631157 0.37366442 0.420104200 0.497369013 0.472234458
## 341 0.29621633 0.39602270 0.344705342 0.442440723 0.469111047
## 901 0.45285915 0.56254108 0.392838960 0.485813260 0.518871945
## 781 0.33072667 0.41057868 0.341093369 0.316468909 0.450118619
## 201 0.44346310 0.53210607 -4.056283443 -5.110293392 0.334026777
## 391 0.25225774 0.43357308 0.176426344 0.295806361 0.430080977
## 1521 0.23123666 0.41986577 0.484286637 0.500850765 0.430843195
## 681 0.25190780 0.34129962 0.074723859 0.205138825 0.491451103
## 1221 0.31105611 0.38309648 0.421794708 0.479972938 0.380853924
## 1031 0.34789866 0.48267193 -1.637637010 -1.160800269 0.461460173
## 1781 0.38111620 0.48754168 0.496747475 0.486924759 0.421137648
## 521 0.43773892 0.52779046 -0.203432516 -0.047483888 0.370495756
## 961 0.31103826 0.36705144 -0.188546079 -0.032813933 0.387471352
## 1591 0.48106569 0.56256717 -1.122918925 -1.009598234 0.330076461
## 841 0.31823920 0.40334709 0.382714781 0.441871990 0.368481111
## 711 0.27792893 0.39572837 0.310054691 0.394122957 0.330842387
## 1941 0.41702655 0.44622423 0.058759140 0.034735568 0.306200603
## 621 0.29941724 0.37260089 -0.502278816 -0.334592688 0.335687215
## 861 0.30573734 0.41669913 0.400500972 0.379499630 0.340802112
## 1021 -0.09895003 0.37096979 -1.475153328 -1.414521690 0.174991823
## 491 0.48356351 0.56412818 -2.022884586 -2.126845797 0.342369109
## 261 0.20814208 0.35371080 -0.265671367 -0.112855364 0.398598744
## 1991 0.26307636 0.40225027 -0.463231063 -0.315799054 0.402434629
## 710 0.48818080 0.61027234 0.440284875 0.422401774 0.381022753
## 1351 0.17420345 0.32068924 -0.012525735 0.016992269 0.467767987
## 1001 0.36351229 0.52721944 0.386456489 0.361615081 0.413260864
## 1881 0.25826609 0.35553711 -0.455976858 -0.380091897 0.356188370
## 1551 0.32060878 0.36371599 -1.037386754 -0.885784681 0.212768951
## 281 0.27811660 0.43732266 -2.324496927 -2.517157563 0.317710294
## 1961 0.26314223 0.36253040 -0.074692234 -0.077226056 0.338390555
## 921 0.47908472 0.50115830 -0.233871232 -0.230451542 0.239084418
## 651 0.26764711 0.46614712 0.409958005 0.396544393 0.360772658
## 911 0.28918517 0.38807100 0.008221093 0.149080784 0.288822797
## 761 0.23889210 0.39911052 0.373989282 0.412351071 0.327281849
## 1821 0.31497779 0.39459294 0.378242678 0.408800092 0.298008586
## 301 0.34396401 0.43268680 -3.705563018 -4.470789256 0.275743148
## 591 0.19418376 0.36218997 -1.140862516 -1.030170287 0.327686423
## 510 0.32975044 0.43608416 -0.150783477 0.006027634 0.267553451
## 611 0.22671797 0.37873745 0.206730078 0.303794775 0.331791409
## 1081 0.26397840 0.38795920 0.249538000 0.212182531 0.361716255
## 691 0.17520704 0.45105431 -1.843685418 -1.903407411 0.334329806
## 1041 0.17626805 0.30860528 -0.984673457 -0.886327525 0.398294252
## 1981 0.27017438 0.36250787 0.393070875 0.422322129 0.301256079
## 951 0.25665751 0.32505356 -0.148089387 0.011179401 0.333921037
## 1301 0.45280524 0.58065731 0.198199767 0.157536381 0.370437192
## 1871 0.39487352 0.44340025 0.163377845 0.259081918 0.245740247
## 1611 0.32459427 0.42749705 0.028556844 0.005442948 0.297242527
## 1491 0.18936069 0.33134415 -0.838569892 -0.655016713 0.384942294
## 1891 0.40686628 0.53148498 -2.247476664 -2.365303359 0.266880697
## 731 0.46762430 0.59016475 -2.620052777 -2.902353801 0.304795291
## 1161 0.45647942 0.50964240 -2.742514202 -1.962483937 0.256804419
## 1541 0.16961714 0.31575293 0.027769937 0.163759818 0.339057885
## 431 0.35620693 0.45735101 0.080850563 0.196834315 0.241942271
## 1101 0.25043851 0.34147750 -2.077060695 -2.149582653 0.283730941
## 1561 0.43296122 0.58647071 -0.013380949 0.119146139 0.366965794
## 1651 0.20638784 0.36571653 0.426681567 0.407316672 0.381912271
## 410 0.50162217 0.57886297 0.032114382 0.004317193 0.268223218
## 1451 0.30405580 0.44768103 -2.435965083 -2.640499585 0.299925091
## 1201 0.27394825 0.44806134 -2.020522651 -2.105012358 0.303010971
## 1621 0.27098291 0.44213658 -0.452340573 -0.401237220 0.289461641
## 1601 0.24145953 0.37661344 -3.070341440 -3.488154943 0.254784741
## 1131 0.45373610 0.48378541 -0.322992511 -0.155243884 0.204755849
## 1731 0.32339013 0.49651552 -0.057400286 -0.063633826 0.242661649
## 810 0.40654163 0.63610852 -0.020616472 0.116048885 0.375596740
## 831 0.11992891 0.30061936 0.449802117 0.471500843 0.414678665
## 1281 0.22162972 0.33289493 -0.041231293 -0.061428190 0.280359376
## 1371 0.11716365 0.27701100 0.202913067 0.313064183 0.384686386
## 1100 0.28049473 0.35993062 -0.737811551 -0.614853719 0.249668195
## 551 0.38583648 0.48408428 0.128930150 0.088124093 0.224357375
## 1721 0.19256504 0.30975127 -0.756867125 -0.588363856 0.282050440
## 1741 0.40226193 0.46227947 -0.595892670 -0.419023595 0.194882850
## 371 0.41099684 0.55426540 0.250820734 0.207168404 0.306352345
## 661 0.37159610 0.44579858 -1.438518721 -1.137440518 0.213139988
## 1681 0.34377632 0.37566345 -0.196012065 -0.025367095 0.298861775
## 401 0.45507120 0.54026117 -2.045390138 -1.533056743 0.218610547
## 1711 0.21708506 0.41764579 -1.993575181 -2.065643869 0.277748076
## 461 0.26545097 0.38325240 -1.569071793 -1.480861617 0.190659613
## 1410 0.11997030 0.27964478 -0.755237220 -0.624581513 0.372805923
## 610 0.41166924 0.51105753 0.281227055 0.237489035 0.242606946
## 811 0.30714255 0.51314065 -2.508271832 -1.680164846 0.377455360
## 1811 0.26984179 0.37656908 -0.011925094 -0.042119367 0.220519271
## 1581 0.35216550 0.48690850 -0.137719023 0.002869280 0.177396970
## 1481 0.40984483 0.56704409 0.350725672 0.305763046 0.317829518
## 1010 0.47187266 0.57959533 0.031215533 -0.007246093 0.237551978
## 1211 0.21818940 0.36956163 0.105329522 0.060972497 0.239879945
## 1571 0.37138657 0.51832889 -0.916777190 -0.765946363 0.176231043
## 981 0.34092922 0.48445000 -0.505577339 -0.452542399 0.184801952
## 1061 0.46751186 0.63831530 0.130827864 0.246610463 0.345871156
## 541 0.45589295 0.57116876 0.283819586 0.257677086 0.211721488
## 1291 0.09983229 0.24962327 -1.495438127 -1.466518517 0.352006050
## 561 0.13702433 0.27724172 -1.802272254 -1.806418350 0.290100535
## 210 0.25247373 0.44479290 0.275723637 0.221705779 0.265411997
## 1181 0.18972876 0.40090253 -0.078366008 0.041400509 0.231742879
## 1321 0.43861059 0.52084037 -1.104919696 -0.951621758 0.170120251
## 851 0.24282376 0.39778028 0.057168460 0.171472079 0.194852143
## 1091 0.14721439 0.30305560 0.327822534 0.346850736 0.244507238
## 910 0.45565135 0.58330054 -0.964855351 -0.809487746 0.206916108
## 1141 0.43650998 0.58072637 -0.343010507 -0.315888716 0.274034716
## 291 0.13191333 0.33668054 0.221588899 0.173670753 0.236591313
## 801 0.07339178 0.23462355 -3.105850713 -3.628367091 0.326816035
## 531 0.09079802 0.27007341 0.321189471 0.365491432 0.318793710
## 421 0.45024747 0.51757877 -0.334645552 -0.322199672 0.131315763
## 1171 0.18631028 0.41871445 0.263092396 0.303057519 0.269678348
## 1861 0.16349992 0.39765308 -0.611895512 -0.536806641 0.265231102
## 1771 0.20948479 0.37534917 0.090841246 0.043079020 0.235862698
## 481 0.15186964 0.33507053 -1.698440451 -1.638564480 0.178532172
## 1431 0.09855705 0.29404065 0.362739333 0.342508591 0.299640616
## 361 0.27488291 0.49180300 -2.828802301 -2.093073981 0.052940792
## 331 0.14738033 0.36230409 -1.630189195 -1.604785494 0.255578414
## 641 0.13751518 0.35175146 -1.749140332 -1.735639367 0.223802214
## 1510 0.27732767 0.48254630 0.344976245 0.317318234 0.310883311
## 1801 0.39697412 0.57396676 0.312905392 0.355184113 0.267476712
## 511 0.25303125 0.40311673 0.162709582 0.219578292 0.144709026
## 1121 0.28268093 0.42894304 0.257419890 0.233551737 0.166351384
## 310 0.17793349 0.37139810 -1.774178544 -1.726106434 0.151032794
## 501 0.37034227 0.56300170 -2.262122227 -2.345728436 0.191842704
## 751 0.37279289 0.51227239 -1.393939411 -1.114425455 0.156192002
## 1511 0.04304943 0.29145764 -1.898713390 -1.949139619 0.263399885
## 991 0.15404714 0.40982903 -0.017193283 0.081692697 0.197010002
## 1751 0.11433404 0.35001129 -0.475246118 -0.319784356 0.175055223
## 1310 0.08941494 0.30643438 0.337897928 0.338530864 0.277238738
## 251 0.40156587 0.59186083 -1.057595470 -0.934992619 0.253522043
## 1501 0.10253952 0.44925423 -0.090832764 0.031647427 0.239537561
## 2001 0.16078143 0.38065636 -0.617784297 -0.559499085 0.159776869
## 721 0.07558302 0.34159091 -0.091011263 -0.126883673 0.218191763
## 1401 0.05289580 0.28368621 0.337431469 0.310249958 0.299951281
## 1911 0.23150666 0.50572216 0.131404146 0.206499235 0.234219802
## 1921 0.19502765 0.46389653 -2.748098349 -3.041141212 0.204207709
## 1691 0.23951562 0.40642217 -2.669493548 -1.974877733 0.102967092
## 1051 0.21587126 0.49577256 -3.077024339 -3.463176477 0.163178620
## 1311 0.37393146 0.51172218 0.077388305 0.041947874 0.095407743
## 571 0.39302680 0.51550759 -2.244836179 -1.704112038 0.090222323
## 1331 0.09892781 0.32666580 0.220449987 0.216485894 0.130550677
## 1251 0.54386195 0.64219863 -2.211002204 -2.266701218 0.106098964
## 1421 0.15018009 0.41350081 -0.294669462 -0.310526966 0.153852917
## 1631 0.33808329 0.53276360 -0.204684481 -0.094812998 0.072839399
## 1671 0.57307132 0.68887499 0.187822223 0.168802862 0.098087633
## 1531 0.41643405 0.62292151 -3.544478627 -4.134135486 0.177147007
## 1011 0.11445998 0.36013289 -0.019959559 -0.064943596 0.097579214
## 1471 0.09332208 0.31870245 0.060306659 0.125368124 0.091407941
## 1381 0.22389640 0.43341545 -3.079940841 -2.255874802 0.032438903
## 971 0.24915539 0.44758093 0.093030301 0.110519627 0.016120803
## 1461 0.37773175 0.54079980 -2.213015488 -2.253585856 0.013237775
## 1391 0.36959079 0.61197660 -1.602096259 -1.547346023 0.217124530
## 701 0.43267452 0.67861514 0.096256595 0.081488399 0.225882889
## 1831 0.43163239 0.55788545 -2.933834077 -2.154702691 0.028570908
## 1791 0.38386193 0.63924341 -1.620907201 -1.576484239 0.210551873
## 1210 0.22692354 0.45416283 -2.100436139 -1.634477793 0.032548210
## 671 0.40554926 0.49820521 -0.029939476 0.018007616 -0.129655260
## 221 0.38506326 0.56321236 -0.543865396 -0.525773091 0.047927437
## 821 0.40910147 0.61958637 -0.104506251 0.014950746 0.103459937
## 871 0.50738836 0.66486723 -2.379237028 -2.480958473 0.014983241
## 941 0.49388809 0.68413862 -5.541905009 -7.541536128 0.162381783
## 241 0.57044237 0.72891496 -0.893751805 -0.765258634 -0.010361038
## 381 0.51836154 0.59975247 -0.018288399 0.014805932 -0.224812588
## 1951 0.40885571 0.63663832 -3.680449027 -4.470550409 0.165271552
## 1341 0.49077915 0.64956765 -1.026155161 -0.908153142 0.347884081
## 1710 0.46658054 0.68376739 -3.597814618 -4.288047335 0.107612310
## 1610 0.46650084 0.69178490 -3.750615783 -4.487507214 0.061683340
## 1701 0.50938084 0.71862245 -2.209414435 -2.310559777 -0.060134868
## 1661 0.36395491 0.63233582 0.025729068 0.010401503 0.027273577
## 451 0.49906335 0.63640215 -8.701524337 -13.530037473 -0.008571975
## 321 0.38548745 0.64357424 -1.496504322 -1.424763334 -0.005180957
## 1810 0.17890563 0.39242692 0.034065660 0.137362432 0.314494508
## 931 0.50262953 0.61798270 -0.263995528 -0.267880289 -0.379153865
## 1761 0.32645779 0.61213453 -1.049836939 -0.937740393 0.006550866
## 601 0.39558900 0.65307189 -9.973951110 -16.971533136 0.011654607
## 1111 0.37964185 0.62603839 -0.223961605 -0.150019585 -0.156362894
## 1231 0.47378950 0.68850179 -5.097068921 -6.458716932 -0.154960832
## 1191 0.46671085 0.66855257 -0.405647956 -0.306162345 -0.211697159
## 1641 0.51766597 0.66789913 -0.104793619 -0.077717693 -0.318595755
## 471 0.31927788 0.56820938 -0.821661478 -0.747855284 -0.225947084
## 1841 0.45797180 0.60258050 -0.106463221 -0.107234953 -0.396683416
## 881 0.49449613 0.64366798 -0.465687796 -0.365039270 -0.389418476
## 1971 0.46885490 0.66749453 -0.771342159 -0.660326407 -0.313880230
## 441 0.50821448 0.69949616 -2.101704558 -2.142406867 -0.321031834
## 1931 0.55927634 0.70398195 -0.328265840 -0.266433853 -0.425848677
## 1261 0.32166317 0.56151916 -7.590079179 -11.089987971 -0.057871884
## 411 0.42662033 0.66313431 -6.135645771 -8.308770845 -0.251981180
## 1241 0.56827718 0.71747420 -4.962252426 -6.247440757 -0.397176330
## 351 0.44330095 0.65557413 -0.163071767 -0.128309134 -0.333400866
## 1151 0.44327643 0.62550724 -2.848727675 -3.088924046 -0.421758134
## 1901 0.47319068 0.68647228 -1.338227134 -1.272532855 -0.463221440
## 1411 0.38997937 0.63170884 -0.286809005 -0.288053843 -0.436783235
## 791 0.50979233 0.69996537 -0.875344075 -0.788120620 -0.546075924
## 771 0.51607719 0.71195027 -0.831034456 -0.751606470 -0.538163705
## 311 0.43335833 0.66642733 -1.512318390 -1.251193909 -0.470550419
## 891 0.38062298 0.56626619 -9.183147446 -15.220646052 -0.108909425
## 1071 0.41664499 0.67573139 -1.400622409 -1.330552049 -0.537986445
## 1110 0.33147615 0.60871867 -2.054276599 -2.114345723 -0.518689490
## 1851 0.32980749 0.65686449 -2.613953507 -2.852564201 -0.500936427
## 1271 0.30706796 0.63556979 -0.802636350 -0.785685201 -0.498384287
## 271 0.21054658 0.56294077 -2.193339615 -2.423708010 -0.472061308
## 1441 0.32714833 0.48891680 -14.485948598 -30.347684186 -0.358305276
## 581 -0.29610976 0.05386828 -2.013029404 -2.130897735 0.359854522
## 231 0.21355906 0.50212137 -6.323856430 -8.789527365 -0.603408344
## 1910 0.25404770 0.47378628 -10.978034636 -19.227369626 -0.592608250
## 631 0.33348662 0.48637813 -13.378211626 -26.348369871 -0.595645538
## calNSE callnNSE calKGE calsmNSE calsmlnNSE
## 741 0.2820929 0.49580422 0.666418231 0.428826280 0.4121883904
## 1361 -0.3849743 -0.54528569 0.464197410 0.452936364 0.5231956994
## 211 -0.5330647 -0.62037778 0.462091094 0.503360348 0.5579913148
## 341 -0.6410924 -0.65612765 0.457872276 0.460852978 0.5335489752
## 901 -0.8103798 -0.36428881 0.396762723 0.513077591 0.5818011293
## 781 -0.5244740 -0.54051919 0.464495190 0.233944252 0.2119349808
## 201 -0.2570287 -0.19104151 0.552964925 -3.043685624 -3.8510396906
## 391 -0.4020740 -0.57578029 0.467987492 0.332478335 0.4248650639
## 1521 -0.6569714 -0.68267089 0.471997898 0.483114162 0.4804770161
## 681 -0.6585241 -0.74702144 0.411826915 0.262789419 0.3745924849
## 1221 -0.4191083 -0.48174874 0.493496000 0.493773985 0.5216916647
## 1031 -0.8632797 -0.60977731 0.427815695 -1.830134038 -1.3042814663
## 1781 -0.7991287 -0.53520305 0.439401242 0.462943335 0.4385622034
## 521 -0.6400535 -0.38719215 0.462621139 0.103866266 0.2334370192
## 961 -0.5355326 -0.61162739 0.447976988 0.083021725 0.2159896164
## 1591 -0.4257377 -0.20465473 0.485984855 -0.593264766 -0.4645784702
## 841 -0.5908404 -0.61243990 0.457206536 0.457158174 0.4861314159
## 711 -0.5784126 -0.59585342 0.481900092 0.421931612 0.4721056966
## 1941 -0.5153904 -0.41528779 0.499451266 -0.080851403 -0.0970778212
## 621 -0.4420364 -0.53401218 0.474926753 -0.153929705 -0.0034814076
## 861 -0.7213787 -0.59481065 0.459087366 0.344844171 0.3107246959
## 1021 0.2693427 0.14261003 0.617951918 -0.819686588 -0.7075283508
## 491 -0.5962697 -0.26894135 0.456060230 -1.376676870 -1.4038463024
## 261 -0.8008815 -0.85356111 0.404908603 0.015793895 0.1522272871
## 1991 -0.9160940 -0.79946791 0.394981938 -0.139437141 -0.0028930107
## 710 -0.7240208 -0.27241479 0.391447948 0.416702579 0.3775819728
## 1351 -0.7654485 -0.87159381 0.337793019 -0.186166381 -0.1306996569
## 1001 -1.0512823 -0.59624799 0.373253943 0.292379453 0.2647982780
## 1881 -0.6166340 -0.71403763 0.420320582 -0.675309517 -0.5596431822
## 1551 0.3334862 0.45350985 0.543260297 -0.532379484 -0.3732201333
## 281 -0.8002153 -0.74181837 0.444220593 -1.635531347 -1.7321089907
## 1961 -0.6454342 -0.71833076 0.421279443 -0.260824965 -0.2395571065
## 921 -0.4820020 -0.29560989 0.499988747 -0.419104232 -0.3949037415
## 651 -1.1246111 -0.87840130 0.391148158 0.370497138 0.3393626396
## 911 -0.7095010 -0.71016630 0.451727029 0.232061226 0.3371757145
## 761 -0.8640066 -0.83163536 0.426223212 0.416223834 0.4265339554
## 1821 -0.7434553 -0.68971981 0.441391891 0.424119785 0.4229208104
## 301 -0.6152922 -0.58125248 0.466834526 -2.783017454 -3.3250614861
## 591 -0.8113577 -0.85716809 0.417472914 -0.662143999 -0.5325858291
## 510 -0.7160337 -0.63542739 0.461740056 0.117853479 0.2412961499
## 611 -0.8302483 -0.86440558 0.408174998 0.344861676 0.4093580607
## 1081 -0.9970034 -0.86986266 0.381109963 0.111191492 0.0807278401
## 691 -1.0589861 -0.87849288 0.400666392 -1.254861599 -1.2577161719
## 1041 -0.6838692 -0.83071093 0.340387134 -0.558426081 -0.4483876243
## 1981 -0.7666824 -0.76879309 0.424612339 0.428947624 0.4282857667
## 951 -0.6198512 -0.71012899 0.386973510 0.117962057 0.2466628390
## 1301 -0.8937072 -0.37844627 0.359827915 0.054006192 0.0214663369
## 1871 -0.6443399 -0.51148853 0.472006879 0.314244906 0.3702684852
## 1611 0.4239670 0.46361422 0.437138879 -0.163696184 -0.1659632417
## 1491 -0.7916928 -0.88555880 0.354444105 -1.092135202 -0.8510786871
## 1891 -0.7456440 -0.47509922 0.440667922 -1.495629389 -1.5134425425
## 731 -0.7247209 -0.32201480 0.413773579 -1.855080165 -2.0117627133
## 1161 -0.5887824 -0.28494080 0.460211737 -2.984060486 -2.1288942368
## 1541 -0.8858251 -0.95267799 0.371341314 0.229664193 0.3368991977
## 431 -0.8240438 -0.65935627 0.443905024 0.286512658 0.3602311129
## 1101 -0.5653024 -0.69138447 0.419039396 -1.420935722 -1.4182463624
## 1561 -1.0452218 -0.46571584 0.330331188 0.240851793 0.3426902729
## 1651 -1.1583058 -1.02467165 0.329247725 0.358430442 0.3297220562
## 410 -0.6768088 -0.26806994 0.408382926 -0.109521812 -0.1308329837
## 1451 -1.1076678 -0.82379566 0.388287104 -1.702391525 -1.7941127394
## 1201 -1.1157043 -0.87510656 0.393432262 -1.370506015 -1.3712984667
## 1621 -1.0043779 -0.83851866 0.413145159 -0.714534776 -0.6152968207
## 1601 -0.7948416 -0.83019042 0.430595705 -2.229227039 -2.4759366564
## 1131 -0.6769686 -0.42021140 0.461271557 -0.002840270 0.1320624009
## 1731 -0.7197000 -0.17321303 0.399174040 -0.204757011 -0.2017673652
## 810 -0.8475026 -0.21329559 0.271344925 0.290481558 0.3927694925
## 831 -1.0568137 -1.07857995 0.271162938 0.438117654 0.4437580857
## 1281 -0.8172854 -0.87131351 0.391580836 -0.221712456 -0.2231202474
## 1371 -1.0064432 -1.09214999 0.288028251 0.345494601 0.4271751442
## 1100 -0.8535217 -0.73636273 0.407842843 -0.965246892 -0.7991576558
## 551 -0.8403937 -0.57740668 0.433970439 -0.007171834 -0.0463490870
## 1721 -0.7599953 -0.85624748 0.370934769 -0.340542608 -0.1808001927
## 1741 -0.7412981 -0.53314950 0.455899778 -0.212851257 -0.0566359016
## 371 -1.0638288 -0.52208514 0.343828000 0.128052609 0.0842814909
## 661 -0.8219614 -0.61336470 0.436941709 -1.739455500 -1.3617685924
## 1681 -1.0091580 -0.70080047 0.314840648 0.124439517 0.2614279460
## 401 -0.7150319 -0.30902874 0.412321783 -2.333319000 -1.7375839097
## 1711 -1.2278261 -1.02137716 0.373984463 -1.352704556 -1.3436307968
## 461 -0.7944444 -0.77402824 0.441437792 -0.974435507 -0.8470836839
## 1410 -0.9738981 -1.06422094 0.260707546 -0.363627747 -0.2312155853
## 610 -1.0266113 -0.57397757 0.377136882 0.194981363 0.1387821368
## 811 -0.9800118 -0.47498711 0.353332441 -2.656187976 -1.8118746163
## 1811 -0.9977011 -0.88436390 0.398111679 -0.184851833 -0.2016239974
## 1581 -0.9293501 -0.67909227 0.417201506 0.128805442 0.2289797254
## 1481 -1.1744781 -0.53113731 0.305635020 0.257485195 0.2034951275
## 1010 -0.9007356 -0.36410858 0.364059420 -0.134351270 -0.1633100202
## 1211 -1.0893984 -1.00007024 0.379221387 -0.061815822 -0.0968913031
## 1571 -0.8112106 -0.53815349 0.407925665 -0.396113790 -0.2460131205
## 981 -0.9182091 -0.60388200 0.410091570 -0.745598644 -0.6526594855
## 1061 -1.0634483 -0.32624994 0.234050397 0.370324917 0.4451002318
## 541 -0.8876274 -0.41841249 0.377333035 0.240600334 0.1921728945
## 1291 -0.9075553 -1.06294782 0.253658200 -0.965750290 -0.8973196092
## 561 -0.9088444 -1.03730101 0.303273095 -1.188149829 -1.1328810385
## 210 -1.3659653 -0.99246366 0.347430371 0.152975468 0.0941476311
## 1181 -1.2228204 -1.07024053 0.369038199 0.144181870 0.2301248873
## 1321 -0.8253764 -0.44757303 0.409452563 -0.598405404 -0.4386260965
## 851 -1.1271230 -0.89531053 0.383050770 0.233692859 0.3077481549
## 1091 -1.0985913 -1.12116707 0.341897249 0.346063318 0.3361314051
## 910 -0.8920140 -0.38836055 0.356042214 -0.465873023 -0.3095518708
## 1141 -1.1378923 -0.48599649 0.299411283 -0.572626464 -0.5083056416
## 291 -1.1884137 -1.14646091 0.357552316 0.084239650 0.0359645463
## 801 -0.9587360 -1.12241092 0.255989433 -2.328165321 -2.6953031203
## 531 -1.1409251 -1.23799082 0.269865732 0.370423386 0.3879598742
## 421 -0.8497062 -0.45801149 0.405404690 -0.537125344 -0.5011521105
## 1171 -1.5558300 -1.20001865 0.322149869 0.322098599 0.3311496611
## 1861 -1.4221263 -1.21194611 0.335399572 -0.917633610 -0.7820772378
## 1771 -1.3223360 -1.11504841 0.342256210 -0.087496164 -0.1237764669
## 481 -1.0059299 -1.03201841 0.378883259 -1.074075504 -0.9624602596
## 1431 -1.2516283 -1.27936734 0.272996572 0.298013263 0.2639268691
## 361 -0.4420657 -0.52194240 0.485183684 -3.346568860 -2.4314573862
## 331 -1.4131884 -1.21946750 0.306093213 -1.043649690 -0.9642584883
## 641 -1.2006583 -1.18250656 0.338366770 -1.130712609 -1.0540828069
## 1510 -1.3715218 -0.54477218 0.226382537 0.275747945 0.2362743815
## 1801 -1.2907170 -0.58910864 0.269760351 0.389665575 0.3958224592
## 511 -1.1371224 -0.94808036 0.391719727 0.252654861 0.2701261902
## 1121 -1.2328387 -0.93289549 0.372524040 0.211221051 0.1644160769
## 310 -1.1703631 -1.10096886 0.373743415 -1.113830825 -1.0063915867
## 501 -1.1802615 -0.63646013 0.310644499 -1.464742419 -1.4396328171
## 751 -1.0891640 -0.58011515 0.352637121 -1.709550369 -1.3505969109
## 1511 -1.2172723 -1.28963807 0.272435798 -1.286018167 -1.2634387906
## 991 -1.5167148 -1.23056802 0.325253883 0.179099931 0.2392510909
## 1751 -1.3066954 -1.22468143 0.344262066 -0.131084467 0.0000642404
## 1310 -1.4721376 -1.36992669 0.251108842 0.321842828 0.3000962167
## 251 -1.4364032 -0.66784126 0.247021749 -0.550197919 -0.4138035004
## 1501 -1.6455820 -1.04139335 0.265875239 0.127439774 0.2167077454
## 2001 -1.3468382 -1.17604943 0.349762720 -0.913691241 -0.8003525138
## 721 -1.4207274 -1.34731705 0.309265389 -0.330230391 -0.3378351250
## 1401 -1.4133012 -1.39429544 0.213422047 0.250334090 0.2137814350
## 1911 -1.6921516 -1.04638510 0.267704399 0.264820889 0.3028374169
## 1921 -1.6152690 -1.13824434 0.305514996 -1.949953504 -2.0864415311
## 1691 -1.2828839 -0.92930280 0.359850432 -3.061331963 -2.2395692354
## 1051 -1.6103755 -1.07379831 0.289325610 -2.184152732 -2.3770632308
## 1311 -1.2700778 -0.71095862 0.325412871 -0.038084713 -0.0815635217
## 571 -1.1741458 -0.61615277 0.335701406 -2.619858823 -1.9654971673
## 1331 -1.4074072 -1.31593429 0.311310916 0.212031040 0.1775931451
## 1251 -0.8440441 -0.17922689 0.309476794 -1.436057621 -1.3888721708
## 1421 -1.7717566 -1.30037235 0.285009233 -0.559900667 -0.5394361503
## 1631 -1.2627279 -0.74710121 0.318431820 0.066706767 0.1317685583
## 1671 -0.8275109 -0.08693573 0.254069685 0.184395647 0.1330613770
## 1531 -1.4841200 -0.60692978 0.193440753 -2.568410351 -2.9198555735
## 1011 -1.7573130 -1.33834705 0.285917303 -0.203954666 -0.2409288004
## 1471 -1.6320285 -1.43000686 0.277800904 0.175767027 0.1988289785
## 1381 -1.4101679 -0.99240136 0.338019592 -3.520917751 -2.5467066669
## 971 -1.5030831 -1.08230913 0.326721169 0.135436381 0.1141650592
## 1461 -1.4353878 -0.79887267 0.287024880 -1.432265787 -1.3729422220
## 1391 -1.7968932 -0.71460039 0.109779835 -0.971576085 -0.8648422899
## 701 -1.6258845 -0.50336779 0.069356426 0.023095241 -0.0010648881
## 1831 -1.2979097 -0.58504191 0.273166727 -3.348302012 -2.4291449226
## 1791 -1.7781421 -0.70996041 0.108442164 -1.004372429 -0.9104151663
## 1210 -1.6728660 -1.06573272 0.280704731 -2.522295084 -1.9328817622
## 671 -1.0690188 -0.59833828 0.367491094 0.080273169 0.0829908586
## 221 -1.5237791 -0.72309441 0.237479976 -0.841447389 -0.7752903902
## 821 -1.6187524 -0.62144365 0.136127459 0.145122431 0.2202513455
## 871 -1.0900538 -0.26303096 0.208404100 -1.546390547 -1.5249011244
## 941 -1.3588066 -0.23628217 0.009393036 -4.255680951 -5.7467396489
## 241 -0.8792622 -0.03861038 0.175039414 -0.396500866 -0.2766529789
## 381 -0.8475957 -0.23198232 0.322624504 0.063418954 0.0525834532
## 1951 -1.9288230 -0.64602869 -0.022210227 -2.630513611 -3.1278296420
## 1341 -2.9550572 -0.90422151 -0.177470706 -0.569988871 -0.4376634056
## 1710 -1.5494562 -0.25680452 -0.056381903 -2.517792261 -2.9023898661
## 1610 -1.4745989 -0.25588673 -0.016896761 -2.673736197 -3.0942726980
## 1701 -1.1830941 -0.17739980 0.092216911 -1.391889147 -1.3701955728
## 1661 -1.9149907 -0.38131980 -0.057694419 -0.049391715 -0.0797102763
## 451 -1.3754613 -0.12453858 0.007281306 -6.799033641 -10.3601967486
## 321 -1.9945430 -0.70071840 0.002246101 -0.882005324 -0.7747539592
## 1810 -4.8928596 -2.18459993 -0.303604138 0.236928317 0.3059665604
## 931 -0.8966385 -0.25000618 0.283460738 -0.361795863 -0.3780699669
## 1761 -2.3526249 -0.92542874 -0.055719661 -0.540890330 -0.4225417661
## 601 -1.9890778 -0.58202205 -0.086948741 -8.056682608 -13.6509634720
## 1111 -1.9425413 -0.75976985 0.059566156 -0.001318847 0.0277803898
## 1231 -1.4818263 -0.35011972 0.058462491 -3.799212882 -4.6756758536
## 1191 -1.4671161 -0.39460568 0.096460262 -0.110703912 -0.0527434888
## 1641 -1.1240189 -0.25333127 0.191970853 -0.006907159 -0.0233693632
## 471 -2.1320267 -0.97055628 0.085427690 -1.130027184 -1.0017077339
## 1841 -1.2242481 -0.45661558 0.241238032 -0.103472267 -0.1377723856
## 881 -1.2085716 -0.33543753 0.200006041 -0.174856987 -0.1157252043
## 1971 -1.3999181 -0.36361805 0.097960532 -0.347036424 -0.2611255402
## 441 -1.1920116 -0.19661001 0.106908002 -1.317887311 -1.2662146420
## 1931 -0.9122888 -0.08834152 0.207586388 -0.120140207 -0.1022752595
## 1261 -2.5808173 -0.69366166 -0.199939876 -5.866462795 -8.3948800240
## 411 -1.7636549 -0.52694598 0.011054018 -4.638214585 -6.0974033224
## 1241 -0.8983382 0.00492008 0.139048111 -3.583298682 -4.3413938427
## 351 -1.5788131 -0.46717373 0.074002387 -0.035457245 -0.0451468143
## 1151 -1.3924022 -0.43749632 0.138701617 -1.910777998 -1.9801225723
## 1901 -1.3840081 -0.31435329 0.083567560 -0.767768375 -0.6819132514
## 1411 -1.9150823 -0.62402195 0.005078299 -0.369251372 -0.3847472425
## 791 -1.2038162 -0.17621152 0.107073699 -1.166805071 -1.0302321703
## 771 -1.1315090 -0.11850546 0.101572016 -1.091141656 -0.9716543806
## 311 -1.7144991 -0.42518721 -0.015971637 -1.856212509 -1.5149765489
## 891 -2.9128115 -0.41488122 -0.486827790 -7.159122505 -11.5693079884
## 1071 -1.7240252 -0.40495631 -0.026974979 -0.827778621 -0.7408407201
## 1110 -2.3885742 -0.88306084 -0.076394617 -1.329559063 -1.3018592401
## 1851 -2.1250328 -0.52569007 -0.174229111 -1.746136073 -1.8211137173
## 1271 -2.0863847 -0.41732183 -0.240968661 -0.558561097 -0.5395514763
## 271 -2.4905955 -0.48480393 -0.389000863 -1.406111449 -1.4611814386
## 1441 -3.5871976 -0.55456144 -0.609833267 -11.872915526 -24.5003433858
## 581 -13.4877538 -3.67178821 -1.449419097 -1.432543101 -1.4811078331
## 231 -3.5581265 -0.73981197 -0.579255169 -4.779121391 -6.4318916831
## 1910 -3.4920825 -0.53185420 -0.643334091 -8.690627642 -14.7620027610
## 631 -3.8431133 -0.46908888 -0.695957451 -10.705347434 -20.4968463723
## calsmKGE valNSE vallnNSE valKGE valsmNSE
## 741 0.373567789 0.48900507 0.69555522 0.60945679 0.029540378
## 1361 0.487766135 0.35243540 0.65643977 0.28350715 -0.734905445
## 211 0.483935061 0.40827765 0.68304990 0.33563251 -0.469972905
## 341 0.483499784 0.39770768 0.74444606 0.33071564 -0.783229705
## 901 0.538554577 0.54925403 0.85366741 0.49650228 -0.722105632
## 781 0.464559871 0.32287554 0.68066728 0.28174580 0.446344118
## 201 0.372977030 0.54747573 0.79938473 0.53734273 -13.403695333
## 391 0.451356882 0.43628728 0.77718424 0.49041039 -1.296937720
## 1521 0.446063454 0.50307238 0.72762457 0.40461256 0.109001924
## 681 0.500618982 0.30667745 0.67047601 0.26418213 -1.651111344
## 1221 0.406978477 0.40362805 0.70373078 0.33597696 -0.404617898
## 1031 0.465502242 0.41998114 0.76446362 0.36117242 -2.524839863
## 1781 0.435892035 0.42994696 0.78249718 0.38330889 0.311290740
## 521 0.399616992 0.48973290 0.81270858 0.44597095 -2.795091169
## 961 0.406071049 0.31987629 0.69205382 0.28317451 -2.571427648
## 1591 0.364606596 0.56483836 0.84519605 0.49466271 -5.625907387
## 841 0.386779634 0.37963009 0.72468727 0.31446424 -0.486265950
## 711 0.354755864 0.46045863 0.73136696 0.37930979 -0.819894922
## 1941 0.334674648 0.41695625 0.77938311 0.37461334 0.134663848
## 621 0.358949588 0.38673107 0.69511518 0.31978417 -3.542365763
## 861 0.367956851 0.44698206 0.74497047 0.38012092 0.264740460
## 1021 0.202499250 0.17341133 0.47725834 0.55014775 -6.935218121
## 491 0.360667808 0.53072245 0.83904936 0.48306152 -7.837180525
## 261 0.409910871 0.38221571 0.68762615 0.30618328 -2.760426025
## 1991 0.418196514 0.28988239 0.65108928 0.26401142 -3.338508307
## 710 0.416511071 0.60330247 0.86674038 0.57019255 0.156455945
## 1351 0.467809415 0.22179291 0.53946501 0.19154170 0.198951214
## 1001 0.423095321 0.52925121 0.83597038 0.45335776 0.452939969
## 1881 0.367633111 0.33940817 0.67649376 0.27785670 -0.319891971
## 1551 0.240123720 0.32802188 0.55448348 0.39961630 -5.340646357
## 281 0.335943720 0.43366803 0.76281259 0.35158507 -8.598719351
## 1961 0.354431819 0.31554166 0.67053860 0.26655793 0.159902679
## 921 0.270177748 0.49610915 0.82633130 0.44243729 -0.122093496
## 651 0.376426455 0.49281464 0.80877244 0.40544850 0.191560250
## 911 0.315577876 0.40484548 0.75338873 0.33720674 -1.964843176
## 761 0.336700835 0.46538284 0.73681381 0.37361501 -0.323187519
## 1821 0.318833460 0.35811198 0.73079133 0.31786955 -0.335945517
## 301 0.293186467 0.37119325 0.73153019 0.32276541 -12.294938691
## 591 0.342066308 0.43133566 0.68160303 0.34674736 -5.375225580
## 510 0.294222133 0.44805437 0.77636312 0.36896504 -2.489488937
## 611 0.346885801 0.38375438 0.70807367 0.30356968 -1.145018317
## 1081 0.373499173 0.29748976 0.67049241 0.27115706 0.459677142
## 691 0.352384096 0.53417520 0.80930386 0.58906581 -7.207725945
## 1041 0.412160909 0.24102172 0.56341149 0.20232341 -4.813005271
## 1981 0.327537601 0.35389226 0.71429466 0.30059055 -0.254792209
## 951 0.361425462 0.22652763 0.59061568 0.20653289 -2.470490663
## 1301 0.387606452 0.59679821 0.86669751 0.53336752 0.402695292
## 1871 0.272053019 0.38705347 0.75426498 0.35073539 -1.290949255
## 1611 0.304467304 -0.12204959 -0.01723213 0.07748504 0.373458742
## 1491 0.386968824 0.28275184 0.60026386 0.23022280 -0.796247919
## 1891 0.300592422 0.49049211 0.80124956 0.45338200 -8.812707731
## 731 0.326857151 0.56460675 0.85054347 0.52557330 -9.533739235
## 1161 0.277287046 0.52690254 0.82497322 0.47715107 -4.176170660
## 1541 0.351643049 0.36157769 0.65987558 0.28983043 -1.809360854
## 431 0.278920512 0.45184922 0.79683475 0.39430720 -1.737839049
## 1101 0.302416361 0.31921937 0.66480202 0.26434181 -7.986350412
## 1561 0.390822397 0.55625933 0.83139573 0.54273506 -2.170647976
## 1651 0.386179148 0.22585581 0.58270731 0.20976747 0.380006732
## 410 0.303076112 0.59944631 0.85737845 0.54421336 0.099505606
## 1451 0.318617629 0.39624961 0.75609633 0.36266982 -9.039593119
## 1201 0.311720406 0.48879151 0.80223373 0.39901265 -7.854150968
## 1621 0.289073512 0.50373434 0.78667000 0.40865322 -0.076342025
## 1601 0.270064641 0.41858476 0.75566877 0.34064587 -10.738783845
## 1131 0.238345946 0.45772168 0.80478991 0.42606654 -3.074298249
## 1731 0.298972020 0.57603190 0.83484960 0.55765022 -0.024614373
## 810 0.425546880 0.62938466 0.79733700 0.79775123 -2.497966836
## 831 0.422794561 0.21387557 0.50357130 0.18469572 0.107168818
## 1281 0.299600279 0.28851307 0.65247557 0.25042961 0.186854984
## 1371 0.397553138 0.22639123 0.56391648 0.19042816 -1.176289641
## 1100 0.273284282 0.26196781 0.63911359 0.25266202 -0.765518977
## 551 0.246306432 0.48549157 0.81428449 0.42008980 0.237362776
## 1721 0.309023307 0.26615491 0.60520276 0.22309959 -4.361638627
## 1741 0.221868096 0.44468625 0.79699501 0.39946885 -3.897288615
## 371 0.327149593 0.56148130 0.85560209 0.50375965 0.375689239
## 661 0.228650797 0.37302691 0.73865092 0.34367631 -1.578146299
## 1681 0.345326576 -0.05379900 0.31995416 0.50239034 -2.854973058
## 401 0.246729863 0.56865077 0.85459051 0.51360809 -2.706268090
## 1711 0.281146350 0.46210814 0.77750249 0.37097985 -7.756635164
## 461 0.212205117 0.43317984 0.76332920 0.35877407 -6.761990207
## 1410 0.384632444 0.17430948 0.50040775 0.14933733 -4.222014092
## 610 0.263333885 0.50178534 0.82918466 0.46435898 0.226467553
## 811 0.283896998 0.59906490 0.82199821 0.68226847 -4.286728608
## 1811 0.237947530 0.35212144 0.72511190 0.31158319 0.196045309
## 1581 0.215178884 0.53324978 0.84149389 0.45055659 -2.455061280
## 1481 0.326634623 0.58338374 0.86338772 0.53023742 0.386128202
## 1010 0.263427440 0.52859095 0.82880264 0.51474351 0.230387860
## 1211 0.248258480 0.39503856 0.74044885 0.32769068 0.368103791
## 1571 0.216379492 0.55846081 0.82426062 0.49784639 -5.217402092
## 981 0.212080868 0.55011301 0.83838835 0.46545288 -0.291707338
## 1061 0.387507793 0.66037980 0.87468125 0.65380363 -1.838127570
## 541 0.243546477 0.56797037 0.85584611 0.51804962 -0.007155136
## 1291 0.364473306 0.20184493 0.51907440 0.16987061 -6.274382666
## 561 0.307371700 0.25373459 0.59145081 0.20879805 -7.275673148
## 210 0.262118105 0.46447376 0.80409684 0.39266098 0.418916894
## 1181 0.237252701 0.42372091 0.74979167 0.33665863 -2.108377117
## 1321 0.196641028 0.54751682 0.83676157 0.48875653 -5.466513573
## 851 0.220372062 0.40614995 0.73679996 0.33807433 -1.617786923
## 1091 0.258719848 0.31982709 0.66649931 0.26168363 -0.270734668
## 910 0.239220818 0.61541114 0.86672911 0.55207613 -5.181075496
## 1141 0.295232833 0.59525338 0.86356327 0.55131643 -0.066384532
## 291 0.236309801 0.42114078 0.70709979 0.33363121 0.405518351
## 801 0.334929037 0.22132729 0.54232525 0.18069409 -10.449525420
## 531 0.317798755 0.25725814 0.59069027 0.20744299 -0.453812858
## 421 0.180174455 0.51989434 0.83959188 0.48362316 -0.202015136
## 1171 0.262994440 0.45990861 0.78688178 0.37736409 -0.609003987
## 1861 0.248208601 0.43383198 0.74292712 0.33953238 -0.113014463
## 1771 0.238407382 0.35511555 0.72432971 0.31020162 0.404833769
## 481 0.194932233 0.40583853 0.69561442 0.31949908 -7.151664741
## 1431 0.300386830 0.28402779 0.61361622 0.22540870 0.249219351
## 361 0.087471783 0.25427343 0.63613224 0.55758688 -2.797565819
## 331 0.260777393 0.29926839 0.64714610 0.25374726 -6.823539294
## 641 0.227221844 0.37048592 0.68747459 0.28633773 -7.207036688
## 1510 0.338241134 0.54883466 0.82158203 0.60834355 0.243224621
## 1801 0.289651957 0.62394410 0.86782274 0.56613630 -0.620576573
## 511 0.164154024 0.44501553 0.79027743 0.37565648 -0.954934123
## 1121 0.176946793 0.44043950 0.79194137 0.38129534 -0.036607235
## 310 0.172075464 0.39043829 0.73185744 0.31878306 -7.482620954
## 501 0.233518823 0.59831616 0.86523820 0.54326201 -9.090199823
## 751 0.181037687 0.54936637 0.85515587 0.49147819 -1.419349870
## 1511 0.261126540 0.32293116 0.57322472 0.23985735 -7.435609024
## 991 0.205035148 0.41914647 0.74764501 0.34153464 -1.856610025
## 1751 0.185229936 0.42909797 0.70270531 0.32770739 -3.472145271
## 1310 0.269524213 0.22950533 0.57409829 0.19324736 -0.063386401
## 251 0.272767996 0.58952355 0.84254578 0.60211326 -5.389044513
## 1501 0.249766866 0.58056221 0.81842775 0.63826809 -2.106410488
## 2001 0.162949873 0.43503475 0.73574912 0.33938841 -0.177674185
## 721 0.202475767 0.42731117 0.65874876 0.32585145 0.425315271
## 1401 0.298175951 0.23900805 0.53699719 0.18679479 0.328992899
## 1911 0.241480912 0.58325645 0.85353924 0.48536711 -1.250011896
## 1921 0.199357181 0.56589340 0.81782052 0.46082112 -9.940170043
## 1691 0.116349028 0.40299373 0.76516670 0.35886244 -3.217286228
## 1051 0.172652179 0.60636839 0.85307948 0.49832690 -11.036869757
## 1311 0.129614270 0.51686050 0.83411481 0.48995305 0.033492164
## 571 0.117799778 0.51202355 0.83121564 0.49946045 -2.571330848
## 1331 0.137423014 0.36445973 0.67548054 0.28105971 -0.310042177
## 1251 0.138259613 0.59689855 0.83393229 0.61300352 -8.877066356
## 1421 0.154889124 0.43032875 0.76333261 0.35588081 0.214858956
## 1631 0.120129587 0.59815420 0.86334354 0.51564437 -2.598535870
## 1671 0.145280387 0.64809684 0.82705027 0.68247046 -0.394454527
## 1531 0.201366135 0.66132913 0.87473297 0.67545602 -12.310833395
## 1011 0.104420720 0.39104422 0.72709510 0.31733946 0.243322125
## 1471 0.104106035 0.31509146 0.66814542 0.26040252 -1.274360180
## 1381 0.042861353 0.47444146 0.79950114 0.39719034 -3.659618485
## 971 0.044368476 0.45824856 0.79614411 0.40206704 -0.813085033
## 1461 0.068123152 0.55975164 0.84786279 0.54318595 -8.912699088
## 1391 0.238794986 0.69318669 0.87010657 0.69091927 -7.018065328
## 701 0.279170777 0.58793200 0.69006866 0.79042037 -0.167850085
## 1831 0.072608454 0.57035210 0.84857662 0.56586757 -3.552068096
## 1791 0.232806979 0.71537505 0.88122627 0.75611496 -6.973397999
## 1210 0.044012055 0.53424278 0.84436127 0.46230736 -2.060813395
## 671 -0.045058864 0.49224186 0.82456921 0.46400624 -1.402369919
## 221 0.078404405 0.57576649 0.85510385 0.55756310 -0.039763637
## 821 0.166088724 0.68933927 0.86860874 0.70010730 -2.303750142
## 871 0.069435603 0.67941900 0.86029261 0.68823044 -9.490306818
## 941 0.228482187 0.57239132 0.74320090 0.76406532 -17.503511064
## 241 0.054860024 0.70626306 0.80681609 0.75975538 -5.047752643
## 381 -0.106541172 0.59531212 0.83978303 0.57701801 -1.224328174
## 1951 0.236800495 0.62717256 0.80265774 0.81063603 -12.956285951
## 1341 0.362384704 0.52031092 0.79692193 0.52550110 -5.050784599
## 1710 0.181178049 0.65501343 0.74138502 0.80457296 -12.978998067
## 1610 0.124342555 0.66096117 0.73477331 0.79054373 -13.227521355
## 1701 0.010568731 0.72529904 0.79338120 0.85041006 -9.109970643
## 1661 0.109900460 0.65032287 0.78772545 0.81423385 -0.279743278
## 451 0.044306881 0.41635642 0.64522528 0.64413377 -26.412936667
## 321 0.040032260 0.71157135 0.82789121 0.82506451 -6.745634558
## 1810 0.330380783 0.45727181 0.44047914 0.44671809 -1.803764231
## 931 -0.267219142 0.60924628 0.84505224 0.61141631 -0.658423708
## 1761 0.059876695 0.70627434 0.83395771 0.84271279 -5.384115902
## 601 0.069571981 0.67132542 0.76369884 0.81675683 -28.709108856
## 1111 -0.091547165 0.68638986 0.84497890 0.75015627 -2.362279803
## 1231 -0.101941609 0.71652425 0.80255835 0.83161445 -16.793748766
## 1191 -0.145684970 0.68039723 0.81585462 0.74143693 -3.078624671
## 1641 -0.253563070 0.66749075 0.84054735 0.69688265 -1.464416743
## 471 -0.157819918 0.65617911 0.87263496 0.65829725 -0.463523857
## 1841 -0.316384251 0.62139806 0.85956874 0.61499991 -0.942113026
## 881 -0.329303122 0.64681672 0.84281551 0.66818147 -3.160345853
## 1971 -0.237839546 0.69981150 0.83868463 0.75134086 -4.431002192
## 441 -0.247242118 0.70633145 0.81495479 0.78567349 -8.735964220
## 1931 -0.377417338 0.67553957 0.81076550 0.74071448 -2.463452132
## 1261 0.024294998 0.36376966 0.62634012 0.65355407 -23.488708472
## 411 -0.187631911 0.72788289 0.81756684 0.84428311 -19.705736460
## 1241 -0.321410733 0.66945357 0.80272346 0.76777603 -17.007973790
## 351 -0.265655301 0.70783221 0.83942714 0.75006665 -1.730370344
## 1151 -0.335934787 0.66706018 0.85975670 0.67029730 -10.889058308
## 1901 -0.432272443 0.71605352 0.80572240 0.81116659 -6.226442044
## 1411 -0.375895793 0.70547556 0.83930681 0.75882356 -0.783125928
## 791 -0.504958687 0.68805611 0.79209831 0.77399469 -0.650507694
## 771 -0.499792198 0.69493972 0.77909613 0.79381507 -0.746927342
## 311 -0.427139195 0.70715501 0.79700654 0.81211116 -1.468826641
## 891 -0.002910937 0.21667767 0.46655595 0.59547748 -27.923741478
## 1071 -0.492975148 0.71221505 0.76953885 0.80995089 -6.348227687
## 1110 -0.487327017 0.71227528 0.82458609 0.82704773 -8.326332491
## 1851 -0.469686054 0.69036248 0.68086954 0.83909919 -10.092330412
## 1271 -0.482760454 0.53463646 0.60815562 0.74158514 -3.487958132
## 271 -0.457121749 0.35474348 0.49870928 0.60766303 -8.914313255
## 1441 -0.308140083 0.05432468 0.46793419 0.48836475 -40.412045134
## 581 0.363077902 0.04685581 0.27203543 0.10027551 -7.456287559
## 231 -0.569141900 0.33105520 0.52991757 0.62664356 -20.295084511
## 1910 -0.559944470 0.11260667 0.40789724 0.50271748 -32.505069414
## 631 -0.538235447 0.06597244 0.37063678 0.55447928 -38.815410888
## valsmlnNSE valsmKGE treatment weightedcal
## 741 0.069758255 0.36353748 RSS 0.519993010
## 1361 -0.795470466 0.46685118 RSS 0.475981773
## 211 -0.498778464 0.48789902 RSS 0.473013077
## 341 -0.852709087 0.46674493 RSS 0.470686030
## 901 -0.803961982 0.51557634 RSS 0.467658650
## 781 0.452087362 0.42937303 RSS 0.464527530
## 201 -21.379682367 0.23472328 RSS 0.462970977
## 391 -1.451396288 0.39272727 RSS 0.459672187
## 1521 0.153736612 0.42682725 RSS 0.459030676
## 681 -1.956413293 0.52395678 RSS 0.456222948
## 1221 -0.383373347 0.28850585 RSS 0.450237238
## 1031 -2.221237479 0.44333478 RSS 0.446658968
## 1781 0.348665468 0.44540792 RSS 0.437646638
## 521 -3.355223065 0.32244464 RSS 0.431119066
## 961 -3.069576326 0.36861391 RSS 0.427024018
## 1591 -7.403414550 0.24930550 RSS 0.425295725
## 841 -0.480595708 0.34984361 RSS 0.421993085
## 711 -0.845839330 0.26095188 RSS 0.418327978
## 1941 0.100353716 0.14747065 RSS 0.417062957
## 621 -4.335170154 0.27754926 RSS 0.416938170
## 861 0.294312045 0.21226918 RSS 0.413522108
## 1021 -9.512038284 0.30128717 RSS 0.410225584
## 491 -11.078664381 0.34901689 RSS 0.408364019
## 261 -3.360955505 0.43186166 RSS 0.407409737
## 1991 -4.152050490 0.40979413 RSS 0.406589226
## 710 0.190001698 0.26506728 RSS 0.403979509
## 1351 0.191260164 0.52218822 RSS 0.402801217
## 1001 0.481760626 0.44640931 RSS 0.398174632
## 1881 -0.356914768 0.33598824 RSS 0.393976847
## 1551 -6.894653516 0.19356171 RSS 0.391692008
## 281 -12.361650879 0.31017590 RSS 0.390082156
## 1961 0.117531284 0.30441624 RSS 0.387855631
## 921 -0.175144244 0.03523477 RSS 0.385083247
## 651 0.236332317 0.38419545 RSS 0.383787306
## 911 -2.218424241 0.21498964 RSS 0.383652453
## 761 -0.300540223 0.36435277 RSS 0.381462024
## 1821 -0.307267282 0.25709836 RSS 0.380112676
## 301 -19.182477255 0.27667194 RSS 0.380010496
## 591 -7.066882602 0.34307223 RSS 0.379769611
## 510 -2.883356174 0.19748115 RSS 0.377981094
## 611 -1.248107240 0.35474221 RSS 0.377530400
## 1081 0.455978474 0.37783217 RSS 0.377304568
## 691 -10.011296962 0.31124440 RSS 0.376525244
## 1041 -6.301014231 0.41456972 RSS 0.376274022
## 1981 -0.214918371 0.21209083 RSS 0.376074970
## 951 -2.874620363 0.24785104 RSS 0.374199486
## 1301 0.382362688 0.37221250 RSS 0.373717183
## 1871 -1.383344102 0.14603901 RSS 0.372029949
## 1611 0.356840554 0.35226227 RSS 0.370803091
## 1491 -0.780528885 0.43256029 RSS 0.370706464
## 1891 -12.587161900 0.20227510 RSS 0.370630172
## 731 -13.980790772 0.29452467 RSS 0.370315365
## 1161 -3.657694942 0.05987996 RSS 0.368749392
## 1541 -2.069501099 0.36047010 RSS 0.361492181
## 431 -1.925209564 0.09134725 RSS 0.361412768
## 1101 -11.191018998 0.26449641 RSS 0.360727878
## 1561 -2.561371887 0.37793982 RSS 0.360576793
## 1651 0.420841192 0.45691615 RSS 0.357713436
## 410 0.065480357 0.06465466 RSS 0.355729519
## 1451 -13.099495688 0.30905352 RSS 0.353452366
## 1201 -11.119818172 0.36425321 RSS 0.352576334
## 1621 -0.124554486 0.36250681 RSS 0.351109335
## 1601 -16.133257485 0.27227938 RSS 0.350330173
## 1131 -3.623898588 0.03774149 RSS 0.349808752
## 1731 -0.047974272 -0.12755191 RSS 0.349073030
## 810 -2.991463648 0.26582745 RSS 0.348445902
## 831 0.153200434 0.44558491 RSS 0.346978749
## 1281 0.144301457 0.22182546 RSS 0.345590557
## 1371 -1.297438131 0.39766364 RSS 0.342790694
## 1100 -0.793250821 0.09564817 RSS 0.340563562
## 551 0.229354325 0.14474577 RSS 0.340138435
## 1721 -5.457087541 0.21118432 RSS 0.339979038
## 1741 -4.755057398 0.09470230 RSS 0.338883937
## 371 0.377501492 0.29694104 RSS 0.335488797
## 661 -1.529637776 0.14012520 RSS 0.332796253
## 1681 -3.357415411 0.16384502 RSS 0.330083612
## 401 -2.486495097 -0.01167251 RSS 0.329525823
## 1711 -10.947032736 0.36050220 RSS 0.327565406
## 461 -9.062668796 0.14817054 RSS 0.326821455
## 1410 -5.417024677 0.41554430 RSS 0.322669995
## 610 0.245939682 0.20894227 RSS 0.320235383
## 811 -3.364202738 0.54238352 RSS 0.318614720
## 1811 0.165829159 0.15716897 RSS 0.318029604
## 1581 -2.816851624 0.01490501 RSS 0.316190195
## 1481 0.412284482 0.39191650 RSS 0.316134821
## 1010 0.208817897 0.17722535 RSS 0.313743430
## 1211 0.360980802 0.26710265 RSS 0.313739933
## 1571 -6.711378987 0.10506331 RSS 0.312152579
## 981 -0.339383200 0.05269772 RSS 0.311086219
## 1061 -2.104304192 0.23671248 RSS 0.310779095
## 541 0.022038040 0.08388405 RSS 0.310439756
## 1291 -8.519075560 0.37431641 RSS 0.309065753
## 561 -10.037155116 0.29319785 RSS 0.305322398
## 210 0.444048068 0.39512381 RSS 0.304774238
## 1181 -2.441002027 0.32510249 RSS 0.303145450
## 1321 -7.031122588 0.08317539 RSS 0.303046795
## 851 -1.760282682 0.11489462 RSS 0.301711416
## 1091 -0.234436882 0.24942635 RSS 0.300308549
## 910 -6.639939065 0.13173199 RSS 0.297631516
## 1141 -0.124723700 0.23609247 RSS 0.297322058
## 291 0.427929012 0.32940849 RSS 0.296931058
## 801 -15.786125755 0.35749369 RSS 0.295459235
## 531 -0.461224486 0.42391772 RSS 0.293832244
## 421 -0.244898479 -0.26155027 RSS 0.292789573
## 1171 -0.632230669 0.41457130 RSS 0.292572154
## 1861 -0.149580502 0.43710723 RSS 0.291804086
## 1771 0.396507860 0.30307299 RSS 0.290331796
## 481 -9.718498371 0.18648885 RSS 0.286907746
## 1431 0.297736259 0.39479616 RSS 0.286691701
## 361 -2.550223723 0.15694843 RSS 0.286327734
## 331 -9.366711841 0.34135958 RSS 0.283435303
## 641 -9.957987643 0.31777438 RSS 0.282794307
## 1510 0.266474136 0.23148980 RSS 0.282311836
## 1801 -0.626955310 0.26094885 RSS 0.279706154
## 511 -0.979917053 0.09684035 RSS 0.277936875
## 1121 0.002235948 0.18213907 RSS 0.274735416
## 310 -10.242857926 0.15510007 RSS 0.272909440
## 501 -12.979695944 0.09905405 RSS 0.272081661
## 751 -1.388742529 0.02468915 RSS 0.266837404
## 1511 -10.422318898 0.36649162 RSS 0.266781169
## 991 -2.111290130 0.30130604 RSS 0.265144515
## 1751 -4.215603329 0.23731919 RSS 0.264746001
## 1310 -0.030322794 0.42037082 RSS 0.260316527
## 251 -7.062767435 0.29009848 RSS 0.259894872
## 1501 -2.431485292 0.29314589 RSS 0.257821052
## 2001 -0.230677949 0.21759178 RSS 0.256356296
## 721 0.404718384 0.39000470 RSS 0.255870578
## 1401 0.375150187 0.41250912 RSS 0.255798999
## 1911 -1.371232348 0.33080351 RSS 0.254592656
## 1921 -14.771673223 0.33550530 RSS 0.252436089
## 1691 -2.899129545 0.05652880 RSS 0.238099730
## 1051 -16.671331422 0.24843575 RSS 0.230988895
## 1311 0.048627893 -0.09770083 RSS 0.227513571
## 571 -2.378671604 -0.08587772 RSS 0.226750592
## 1331 -0.273321398 0.19705657 RSS 0.224366965
## 1251 -12.594789754 0.09353960 RSS 0.223868203
## 1421 0.176912102 0.26819191 RSS 0.219949179
## 1631 -3.018050323 0.02615554 RSS 0.219280704
## 1671 -0.394804319 0.10108656 RSS 0.199675036
## 1531 -19.048095883 0.17136016 RSS 0.197403444
## 1011 0.251011595 0.14986436 RSS 0.195169011
## 1471 -1.352884277 0.12393636 RSS 0.190953470
## 1381 -3.258227957 0.02679931 RSS 0.190440472
## 971 -0.826485937 0.02607490 RSS 0.185544822
## 1461 -12.590748900 -0.10558534 RSS 0.177574016
## 1391 -9.585210013 0.23907397 RSS 0.174287411
## 701 -0.197914468 -0.01803481 RSS 0.174263601
## 1831 -3.184564063 -0.24602573 RSS 0.172887590
## 1791 -9.513133800 0.21642499 RSS 0.170624572
## 1210 -1.942934777 0.06673057 RSS 0.162358393
## 671 -1.502272925 -0.24513550 RSS 0.161216115
## 221 -0.093580349 0.11504523 RSS 0.157942190
## 821 -2.626660315 -0.19648724 RSS 0.151108092
## 871 -13.650938564 -0.02163967 RSS 0.138919852
## 941 -30.557228840 -0.17676733 RSS 0.118937611
## 241 -6.460444774 -0.02098859 RSS 0.114949719
## 381 -1.291915699 -0.42560917 RSS 0.108041666
## 1951 -20.750851726 -0.09203116 RSS 0.107295134
## 1341 -6.604471051 0.36708436 RSS 0.092456999
## 1710 -20.723946880 -0.09035172 RSS 0.062398073
## 1610 -21.187198039 -0.09032175 RSS 0.053722897
## 1701 -13.181557174 -0.12649379 RSS 0.051392821
## 1661 -0.281333067 -0.24524778 RSS 0.026103020
## 451 -53.607393488 -0.09570428 RSS 0.025794094
## 321 -9.078771687 -0.03263211 RSS 0.021139181
## 1810 -2.086777203 0.39437613 RSS 0.013388323
## 931 -0.683497452 -0.55634035 RSS 0.008120798
## 1761 -7.020680223 -0.09491289 RSS 0.002078517
## 601 -61.764106763 -0.25657831 RSS -0.008688380
## 1111 -2.740846639 -0.18817621 RSS -0.015990505
## 1231 -28.275073252 -0.18415251 RSS -0.021739559
## 1191 -3.658916521 -0.16111727 RSS -0.024612354
## 1641 -1.610917239 -0.27791558 RSS -0.030796109
## 471 -0.507601468 -0.24741571 RSS -0.036196114
## 1841 -0.993952920 -0.45641750 RSS -0.037573109
## 881 -3.745148616 -0.36632818 RSS -0.064648540
## 1971 -5.536111686 -0.35614735 RSS -0.069939507
## 441 -12.330748650 -0.33869687 RSS -0.070167058
## 1931 -2.867322412 -0.38729815 RSS -0.084915475
## 1261 -44.896852254 -0.37082588 RSS -0.087822439
## 411 -35.424071651 -0.32232835 RSS -0.088288947
## 1241 -28.827760031 -0.42093981 RSS -0.091181311
## 351 -1.942771856 -0.35569931 RSS -0.095826457
## 1151 -16.096156012 -0.53680045 RSS -0.098616585
## 1901 -8.298063846 -0.44505788 RSS -0.174352442
## 1411 -0.831835309 -0.52069343 RSS -0.185408747
## 791 -0.682551249 -0.53412223 RSS -0.198942494
## 771 -0.784708091 -0.53680975 RSS -0.199110091
## 311 -1.445003924 -0.51605197 RSS -0.221555416
## 891 -60.853468534 -0.41345658 RSS -0.244869364
## 1071 -8.408082899 -0.57922458 RSS -0.259975064
## 1110 -11.766339202 -0.58635642 RSS -0.281860817
## 1851 -15.002106837 -0.53993709 RSS -0.321957582
## 1271 -4.569187787 -0.51710962 RSS -0.361864558
## 271 -13.585804060 -0.49182600 RSS -0.423061306
## 1441 -108.903587857 -0.50605327 RSS -0.458986675
## 581 -10.503508759 0.39715438 RSS -0.543170598
## 231 -37.559263210 -0.70272690 RSS -0.574198535
## 1910 -75.428806458 -0.64287118 RSS -0.601639280
## 631 -100.851356544 -0.68799397 RSS -0.617096449RSS - prepare to run model n times for patch 1 - only for validation time series
setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"validationruns <- 200
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32dsm",
flowtable = "CWWS32dsm1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valrss1",
commandline_options = c("-b -p 1 110 136557 136557"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")RSS - Run RHESSYs
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_std_pars(m = toprss[i,]$m,
k = toprss[i,]$k,
soil_dep= toprss[i,]$soil_dep,
m_v = toprss[i,]$m_v,
k_v = toprss[i,]$k_v,
gw1 = toprss[i,]$gw1,
gw2 = toprss[i,]$gw2,
pa = toprss[i,]$pa,
po = toprss[i,]$po,
vgseng1 = toprss[i,]$vgseng1,
vgseng2 = toprss[i,]$vgseng2,
vgseng3 = toprss[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
std_pars = stdpars,
runID = i)
} ## [[1]]
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## NULL end_time = Sys.time()
end_time - start_time## Time difference of 1.225636 hoursRSS - prepare site specific soil moisture datasets, make sure that each patch looks at this
Site 2 at 60cm A was removed from the averaging because of no data
#Prepare observed Soil moisture data
obsws32smvalclean<- data.frame(obsws32smval$Date,obsws32smval$mergedsoilmoisture)
names(obsws32smvalclean)<- c('Date','mergedsoilmoisture')
obsws32smvalclean## Date mergedsoilmoisture
## 1 2017-12-17 0.1812803
## 2 2017-12-18 0.1813529
## 3 2017-12-19 0.1786329
## 4 2017-12-20 0.2045600
## 5 2017-12-21 0.2121985
## 6 2017-12-22 0.2034018
## 7 2017-12-23 0.2159135
## 8 2017-12-24 0.2180366
## 9 2017-12-25 0.2051297
## 10 2017-12-26 0.1967778
## 11 2017-12-27 0.1907229
## 12 2017-12-28 0.1860186
## 13 2017-12-29 0.1822263
## 14 2017-12-30 0.1789890
## 15 2017-12-31 0.1760297
## 16 2018-01-01 0.1730221
## 17 2018-01-02 0.1699094
## 18 2018-01-03 0.1674965
## 19 2018-01-04 0.1650735
## 20 2018-01-05 0.1623993
## 21 2018-01-06 0.1599766
## 22 2018-01-07 0.1576960
## 23 2018-01-08 0.1568914
## 24 2018-01-09 0.1574485
## 25 2018-01-10 0.1592184
## 26 2018-01-11 0.2106263
## 27 2018-01-12 0.2585713
## 28 2018-01-13 0.2298163
## 29 2018-01-14 0.2101749
## 30 2018-01-15 0.2000193
## 31 2018-01-16 0.1934378
## 32 2018-01-17 0.1884672
## 33 2018-01-18 0.1847465
## 34 2018-01-19 0.1827311
## 35 2018-01-20 0.1806938
## 36 2018-01-21 0.1788930
## 37 2018-01-22 0.1816379
## 38 2018-01-23 0.2099719
## 39 2018-01-24 0.2042055
## 40 2018-01-25 0.1978362
## 41 2018-01-26 0.1925960
## 42 2018-01-27 0.1913684
## 43 2018-01-28 0.2227986
## 44 2018-01-29 0.2251622
## 45 2018-01-30 0.2114195
## 46 2018-01-31 0.2024122
## 47 2018-02-01 0.1966335
## 48 2018-02-02 0.1958087
## 49 2018-02-03 0.1918223
## 50 2018-02-04 0.2215597
## 51 2018-02-05 0.2242181
## 52 2018-02-06 0.2119706
## 53 2018-02-07 0.2403602
## 54 2018-02-08 0.2277506
## 55 2018-02-09 0.2117093
## 56 2018-02-10 0.2263567
## 57 2018-02-11 0.2594152
## 58 2018-02-12 0.2177703
## 59 2018-02-13 0.2526821
## 60 2018-02-14 0.2187074
## 61 2018-02-15 0.2141866
## 62 2018-02-16 0.2078769
## 63 2018-02-17 0.2023741
## 64 2018-02-18 0.2103213
## 65 2018-02-19 0.2066506
## 66 2018-02-20 0.2011578
## 67 2018-02-21 0.2304523
## 68 2018-02-22 0.2259672
## 69 2018-02-23 0.2114646
## 70 2018-02-24 0.2029441
## 71 2018-02-25 0.2018564
## 72 2018-02-26 0.2042301
## 73 2018-02-27 0.1995574
## 74 2018-02-28 0.2057860
## 75 2018-03-01 0.2489119
## 76 2018-03-02 0.2292061
## 77 2018-03-03 0.2128520
## 78 2018-03-04 0.2033614
## 79 2018-03-05 0.1965865
## 80 2018-03-06 0.2052393
## 81 2018-03-07 0.2119353
## 82 2018-03-08 0.2067156
## 83 2018-03-09 0.2004845
## 84 2018-03-10 0.1957295
## 85 2018-03-11 0.1919861
## 86 2018-03-12 0.2025691
## 87 2018-03-13 0.2017443
## 88 2018-03-14 0.1974754
## 89 2018-03-15 0.1936638
## 90 2018-03-16 0.1900477
## 91 2018-03-17 0.1877393
## 92 2018-03-18 0.1905354
## 93 2018-03-19 0.1901329
## 94 2018-03-20 0.2072206
## 95 2018-03-21 0.2128883
## 96 2018-03-22 0.2075410
## 97 2018-03-23 0.2024549
## 98 2018-03-24 0.1993210
## 99 2018-03-25 0.2166313
## 100 2018-03-26 0.2121376
## 101 2018-03-27 0.2056414
## 102 2018-03-28 0.2002648
## 103 2018-03-29 0.2006057
## 104 2018-03-30 0.2255177
## 105 2018-03-31 0.2150303
## 106 2018-04-01 0.2069646
## 107 2018-04-02 0.2005587
## 108 2018-04-03 0.1953756
## 109 2018-04-04 0.1962923
## 110 2018-04-05 0.1934653
## 111 2018-04-06 0.1907393
## 112 2018-04-07 0.2162749
## 113 2018-04-08 0.2142361
## 114 2018-04-09 0.2083649
## 115 2018-04-10 0.2035641
## 116 2018-04-11 0.1985177
## 117 2018-04-12 0.1938879
## 118 2018-04-13 0.1897607
## 119 2018-04-14 0.1861888
## 120 2018-04-15 0.2267652
## 121 2018-04-16 0.2352825
## 122 2018-04-17 0.2187042
## 123 2018-04-18 0.2088741
## 124 2018-04-19 0.2016534
## 125 2018-04-20 0.1961351
## 126 2018-04-21 0.1915013
## 127 2018-04-22 0.1883138
## 128 2018-04-23 0.2570006
## 129 2018-04-24 0.2662503
## 130 2018-04-25 0.2356152
## 131 2018-04-26 0.2246237
## 132 2018-04-27 0.2251174
## 133 2018-04-28 0.2142165
## 134 2018-04-29 0.2061856
## 135 2018-04-30 0.1998873
## 136 2018-05-01 0.1946701
## 137 2018-05-02 0.1905331
## 138 2018-05-03 0.1862787
## 139 2018-05-04 0.1821768
## 140 2018-05-05 0.1787459
## 141 2018-05-06 0.1771430
## 142 2018-05-07 0.1816304
## 143 2018-05-08 0.1969321
## 144 2018-05-09 0.1949738
## 145 2018-05-10 0.1898592
## 146 2018-05-11 0.1844252
## 147 2018-05-12 0.1788747
## 148 2018-05-13 0.1733239
## 149 2018-05-14 0.1679975
## 150 2018-05-15 0.1646196obsws32smvalclean$Site3<- rowMeans(subset(obsws32smval, select = c(smois30site3a,smois60site3a,smois30site3b,smois60site3b), na.rm = TRUE))
obsws32smvalclean$Site2<- rowMeans(subset(obsws32smval, select = c(smois30site2a,smois30site2b,smois60site2b), na.rm = TRUE))
obsws32smvalclean$Site1<- rowMeans(subset(obsws32smval, select = c(smois30site1a,smois60site1a,smois30site1b,smois60site1b), na.rm = TRUE))
obsws32smvalclean## Date mergedsoilmoisture Site3 Site2 Site1
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696plot(obsws32smvalclean$Date,obsws32smvalclean$Site3, type = "l", main = "SITE 3 Averaged Sensor Output")
obsws32smvalclean$Site3## [1] 0.2184210 0.2184097 0.2147977 0.2352214 0.2435130 0.2369948 0.2474115
## [8] 0.2508741 0.2392457 0.2311780 0.2253247 0.2206840 0.2169158 0.2136771
## [15] 0.2104852 0.2068863 0.2026606 0.1998021 0.1969184 0.1935668 0.1904905
## [22] 0.1877726 0.1872422 0.1894384 0.1939688 0.2476406 0.3023993 0.2697049
## [29] 0.2461050 0.2340321 0.2271962 0.2222873 0.2177543 0.2160347 0.2148377
## [36] 0.2141354 0.2176727 0.2426632 0.2377882 0.2319010 0.2267535 0.2261970
## [43] 0.2548967 0.2590182 0.2458255 0.2366563 0.2307604 0.2303811 0.2255894
## [50] 0.2586415 0.2588863 0.2460191 0.2747222 0.2657526 0.2479861 0.2620903
## [57] NA NA 0.3420382 0.2685182 0.2565538 0.2455486 0.2391111
## [64] 0.2463655 0.2421328 0.2357995 0.2652378 0.2614158 0.2466120 0.2381710
## [71] 0.2393038 0.2415321 0.2352457 0.2428750 0.2840321 0.2686840 0.2514045
## [78] 0.2409384 0.2332422 0.2435052 0.2464280 0.2389826 0.2327387 0.2281016
## [85] 0.2243811 0.2368247 0.2339063 0.2298194 0.2264358 0.2228429 0.2206745
## [92] 0.2259635 0.2256233 0.2431823 0.2453212 0.2405356 0.2355833 0.2326936
## [99] 0.2498394 0.2440990 0.2378082 0.2323446 0.2330764 0.2530920 0.2447335
## [106] 0.2373377 0.2311814 0.2262899 0.2295095 0.2269696 0.2251259 0.2500877
## [113] 0.2459740 0.2414036 0.2366189 0.2312960 0.2266094 0.2225330 0.2190686
## [120] 0.2573394 0.2709479 0.2539436 0.2433733 0.2354809 0.2297092 0.2250877
## [127] 0.2221033 0.2928273 0.3156189 0.2778342 0.2655755 0.2625469 0.2513707
## [134] 0.2437292 0.2375208 0.2322135 0.2286172 0.2238941 0.2190781 0.2156814
## [141] 0.2143819 0.2184427 0.2361970 0.2357708 0.2300799 0.2234852 0.2176962
## [148] 0.2124896 0.2079583 0.2067674{plot(obsws32smvalclean$Date,obsws32smvalclean$mergedsoilmoisture, type = "l", main = "All site averaged sensor output", lty = 3, lwd = 2, ylim = c(0.10,0.35))
lines(obsws32smvalclean$Date,obsws32smvalclean$Site1, col = 'BLUE')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site2, col = 'RED')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site3, col = 'GREEN')}
RSS - read 20 runs, create table and append to table for site 1
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valrss1_run",i), readin_rhessys_output(paste0("out/cwws32valrss1_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"plot(cwws32valrss1_run1$pd$date,cwws32valrss1_run1$pd$rz_storage/cwws32valrss1_run1$pd$root.depth, type = "l")
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss1_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 110 136557 136557 -9999 0 0.252245
## 2 1 110 136557 136557 -9999 0 0.760245
## 3 1 110 136557 136557 -9999 0 0.000000
## 4 1 110 136557 136557 -9999 0 32.764245
## 5 1 110 136557 136557 -9999 0 0.000000
## 6 1 110 136557 136557 -9999 0 6.094245
## 7 1 110 136557 136557 -9999 0 23.112245
## 8 1 110 136557 136557 -9999 0 0.000000
## 9 1 110 136557 136557 -9999 0 0.000000
## 10 1 110 136557 136557 -9999 0 0.000000
## 11 1 110 136557 136557 -9999 0 0.000000
## 12 1 110 136557 136557 -9999 0 0.000000
## 13 1 110 136557 136557 -9999 0 0.000000
## 14 1 110 136557 136557 -9999 0 0.000000
## 15 1 110 136557 136557 -9999 0 0.430962
## 16 1 110 136557 136557 -9999 0 0.000000
## 17 1 110 136557 136557 -9999 0 0.000000
## 18 1 110 136557 136557 -9999 0 0.000000
## 19 1 110 136557 136557 -9999 0 0.056797
## 20 1 110 136557 136557 -9999 0 0.000000
## 21 1 110 136557 136557 -9999 0 0.000000
## 22 1 110 136557 136557 -9999 0 0.000000
## 23 1 110 136557 136557 -9999 0 1.268245
## 24 1 110 136557 136557 -9999 0 0.000000
## 25 1 110 136557 136557 -9999 0 2.538245
## 26 1 110 136557 136557 -9999 0 84.327247
## 27 1 110 136557 136557 -9999 0 35.304245
## 28 1 110 136557 136557 -9999 0 0.598777
## 29 1 110 136557 136557 -9999 0 0.075575
## 30 1 110 136557 136557 -9999 0 0.000000
## 31 1 110 136557 136557 -9999 0 1.014245
## 32 1 110 136557 136557 -9999 0 0.250490
## 33 1 110 136557 136557 -9999 0 0.000000
## 34 1 110 136557 136557 -9999 0 0.000000
## 35 1 110 136557 136557 -9999 0 0.000000
## 36 1 110 136557 136557 -9999 0 0.000000
## 37 1 110 136557 136557 -9999 0 27.430245
## 38 1 110 136557 136557 -9999 0 0.506245
## 39 1 110 136557 136557 -9999 0 0.000000
## 40 1 110 136557 136557 -9999 0 0.000000
## 41 1 110 136557 136557 -9999 0 0.000000
## 42 1 110 136557 136557 -9999 0 14.984245
## 43 1 110 136557 136557 -9999 0 27.684245
## 44 1 110 136557 136557 -9999 0 0.000000
## 45 1 110 136557 136557 -9999 0 0.000000
## 46 1 110 136557 136557 -9999 0 0.000000
## 47 1 110 136557 136557 -9999 0 3.300245
## 48 1 110 136557 136557 -9999 0 0.000000
## 49 1 110 136557 136557 -9999 0 0.000000
## 50 1 110 136557 136557 -9999 0 36.824735
## 51 1 110 136557 136557 -9999 0 0.000000
## 52 1 110 136557 136557 -9999 0 2.030245
## 53 1 110 136557 136557 -9999 0 49.274245
## 54 1 110 136557 136557 -9999 0 0.000000
## 55 1 110 136557 136557 -9999 0 0.000000
## 56 1 110 136557 136557 -9999 0 83.056245
## 57 1 110 136557 136557 -9999 0 107.948245
## 58 1 110 136557 136557 -9999 0 11.936604
## 59 1 110 136557 136557 -9999 0 3.300245
## 60 1 110 136557 136557 -9999 0 0.000000
## 61 1 110 136557 136557 -9999 0 8.380245
## 62 1 110 136557 136557 -9999 0 0.000000
## 63 1 110 136557 136557 -9999 0 13.460245
## 64 1 110 136557 136557 -9999 0 2.792245
## 65 1 110 136557 136557 -9999 0 1.776245
## 66 1 110 136557 136557 -9999 0 2.792245
## 67 1 110 136557 136557 -9999 0 38.606245
## 68 1 110 136557 136557 -9999 0 0.000000
## 69 1 110 136557 136557 -9999 0 0.000000
## 70 1 110 136557 136557 -9999 0 0.252245
## 71 1 110 136557 136557 -9999 0 10.412245
## 72 1 110 136557 136557 -9999 0 4.062245
## 73 1 110 136557 136557 -9999 0 0.000000
## 74 1 110 136557 136557 -9999 0 32.002245
## 75 1 110 136557 136557 -9999 0 34.034245
## 76 1 110 136557 136557 -9999 0 0.000000
## 77 1 110 136557 136557 -9999 0 0.000000
## 78 1 110 136557 136557 -9999 0 0.000000
## 79 1 110 136557 136557 -9999 0 0.000000
## 80 1 110 136557 136557 -9999 0 19.302245
## 81 1 110 136557 136557 -9999 0 1.266490
## 82 1 110 136557 136557 -9999 0 0.000000
## 83 1 110 136557 136557 -9999 0 0.000000
## 84 1 110 136557 136557 -9999 0 0.000000
## 85 1 110 136557 136557 -9999 0 3.046245
## 86 1 110 136557 136557 -9999 0 11.678735
## 87 1 110 136557 136557 -9999 0 0.000000
## 88 1 110 136557 136557 -9999 0 0.000000
## 89 1 110 136557 136557 -9999 0 0.000000
## 90 1 110 136557 136557 -9999 0 0.000000
## 91 1 110 136557 136557 -9999 0 8.634245
## 92 1 110 136557 136557 -9999 0 0.000000
## 93 1 110 136557 136557 -9999 0 17.016245
## 94 1 110 136557 136557 -9999 0 8.888245
## 95 1 110 136557 136557 -9999 0 0.504490
## 96 1 110 136557 136557 -9999 0 0.000000
## 97 1 110 136557 136557 -9999 0 0.000000
## 98 1 110 136557 136557 -9999 0 14.476245
## 99 1 110 136557 136557 -9999 0 6.602245
## 100 1 110 136557 136557 -9999 0 0.000000
## 101 1 110 136557 136557 -9999 0 0.000000
## 102 1 110 136557 136557 -9999 0 0.000000
## 103 1 110 136557 136557 -9999 0 25.144245
## 104 1 110 136557 136557 -9999 0 0.000000
## 105 1 110 136557 136557 -9999 0 0.000000
## 106 1 110 136557 136557 -9999 0 0.000000
## 107 1 110 136557 136557 -9999 0 0.000000
## 108 1 110 136557 136557 -9999 0 0.000000
## 109 1 110 136557 136557 -9999 0 5.840245
## 110 1 110 136557 136557 -9999 0 0.000000
## 111 1 110 136557 136557 -9999 0 6.856245
## 112 1 110 136557 136557 -9999 0 19.556245
## 113 1 110 136557 136557 -9999 0 0.000000
## 114 1 110 136557 136557 -9999 0 2.792245
## 115 1 110 136557 136557 -9999 0 0.000000
## 116 1 110 136557 136557 -9999 0 0.000000
## 117 1 110 136557 136557 -9999 0 0.000000
## 118 1 110 136557 136557 -9999 0 0.000000
## 119 1 110 136557 136557 -9999 0 0.000000
## 120 1 110 136557 136557 -9999 0 64.768245
## 121 1 110 136557 136557 -9999 0 0.000000
## 122 1 110 136557 136557 -9999 0 0.000000
## 123 1 110 136557 136557 -9999 0 0.000000
## 124 1 110 136557 136557 -9999 0 0.000000
## 125 1 110 136557 136557 -9999 0 0.000000
## 126 1 110 136557 136557 -9999 0 0.000000
## 127 1 110 136557 136557 -9999 0 5.332245
## 128 1 110 136557 136557 -9999 0 113.282245
## 129 1 110 136557 136557 -9999 0 23.620245
## 130 1 110 136557 136557 -9999 0 0.000000
## 131 1 110 136557 136557 -9999 0 16.762245
## 132 1 110 136557 136557 -9999 0 0.000000
## 133 1 110 136557 136557 -9999 0 0.000000
## 134 1 110 136557 136557 -9999 0 0.000000
## 135 1 110 136557 136557 -9999 0 0.000000
## 136 1 110 136557 136557 -9999 0 0.000000
## 137 1 110 136557 136557 -9999 0 0.000000
## 138 1 110 136557 136557 -9999 0 0.000000
## 139 1 110 136557 136557 -9999 0 0.000000
## 140 1 110 136557 136557 -9999 0 0.000000
## 141 1 110 136557 136557 -9999 0 2.452384
## 142 1 110 136557 136557 -9999 0 18.157821
## 143 1 110 136557 136557 -9999 0 4.653876
## 144 1 110 136557 136557 -9999 0 0.040408
## 145 1 110 136557 136557 -9999 0 0.253657
## 146 1 110 136557 136557 -9999 0 0.000000
## 147 1 110 136557 136557 -9999 0 0.000000
## 148 1 110 136557 136557 -9999 0 0.000000
## 149 1 110 136557 136557 -9999 0 0.000000
## 150 1 110 136557 136557 -9999 0 10.478849
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 9977.654 4340.279 43.38337 109.8474
## 2 0 9977.781 4340.335 42.50424 109.8474
## 3 0 9977.908 4340.390 41.39395 109.8474
## 4 0 9978.035 4340.445 41.39395 109.8474
## 5 0 9978.162 4340.500 41.17319 109.8474
## 6 0 9978.274 4340.549 44.32873 109.8474
## 7 0 9978.386 4340.598 42.58587 109.8474
## 8 0 9978.499 4340.647 41.39395 109.8474
## 9 0 9978.611 4340.696 41.21775 109.8474
## 10 0 9978.723 4340.745 40.91910 109.8474
## 11 0 9978.836 4340.794 40.64266 109.8474
## 12 0 9978.948 4340.842 40.35856 109.8474
## 13 0 9979.061 4340.891 40.01205 109.8474
## 14 0 9979.173 4340.940 39.65110 109.8474
## 15 0 9979.285 4340.989 39.93119 109.8474
## 16 0 9979.398 4341.038 39.92635 109.8474
## 17 0 9979.510 4341.087 39.91816 109.8474
## 18 0 9979.622 4341.136 39.91222 109.8474
## 19 0 9979.735 4341.185 39.95332 109.8474
## 20 0 9979.847 4341.233 39.65472 109.8474
## 21 0 9979.959 4341.282 39.37620 109.8474
## 22 0 9980.072 4341.331 39.05134 109.8474
## 23 0 9980.184 4341.380 39.93744 109.8474
## 24 0 9980.296 4341.429 39.71454 109.8474
## 25 0 9980.409 4341.478 41.39395 109.8474
## 26 0 9980.513 4341.523 41.39395 109.8474
## 27 0 2651.624 1153.456 41.39395 109.8474
## 28 0 3756.792 1634.204 41.39395 109.8474
## 29 0 4476.494 1947.275 41.39395 109.8474
## 30 0 4971.176 2162.461 41.10330 109.8474
## 31 0 5338.042 2322.048 41.39395 109.8474
## 32 0 5626.040 2447.327 41.39395 109.8474
## 33 0 5860.060 2549.126 40.94236 109.8474
## 34 0 6056.494 2634.575 40.59084 109.8474
## 35 0 6225.331 2708.019 40.13477 109.8474
## 36 0 6373.182 2772.334 39.77222 109.8474
## 37 0 6504.544 2829.477 43.65048 109.8474
## 38 0 6622.619 2880.839 42.54103 109.8474
## 39 0 6729.779 2927.454 41.39395 109.8474
## 40 0 6827.819 2970.101 40.99772 109.8474
## 41 0 6918.121 3009.382 40.72586 109.8474
## 42 0 7001.756 3045.764 47.55354 109.8474
## 43 0 7079.667 3079.655 41.39395 109.8474
## 44 0 7152.483 3111.330 41.05307 109.8474
## 45 0 7220.840 3141.065 40.80109 109.8474
## 46 0 7285.221 3169.071 40.38764 109.8474
## 47 0 7346.041 3195.528 42.08054 109.8474
## 48 0 7403.679 3220.600 41.24038 109.8474
## 49 0 7458.416 3244.411 40.85228 109.8474
## 50 0 7510.518 3267.075 41.39395 109.8474
## 51 0 7560.210 3288.691 41.01354 109.8474
## 52 0 7607.693 3309.346 41.82981 109.8474
## 53 0 7653.141 3329.116 41.39395 109.8474
## 54 0 7696.722 3348.074 41.02257 109.8474
## 55 0 7738.559 3366.273 40.64335 109.8474
## 56 0 7778.793 3383.775 41.39395 109.8474
## 57 0 7817.520 3400.621 41.39395 109.8474
## 58 0 7854.833 3416.852 47.02978 109.8474
## 59 0 7890.843 3432.517 45.99120 109.8474
## 60 0 7925.622 3447.645 43.54232 109.8474
## 61 0 7959.246 3462.272 46.46905 109.8474
## 62 0 7991.785 3476.427 43.77108 109.8474
## 63 0 8023.295 3490.133 47.77569 109.8474
## 64 0 8053.840 3503.420 46.09632 109.8474
## 65 0 8083.470 3516.310 44.80263 109.8474
## 66 0 8112.234 3528.822 44.58921 109.8474
## 67 0 8140.172 3540.975 41.39395 109.8474
## 68 0 8167.334 3552.790 41.07384 109.8474
## 69 0 8193.747 3564.280 40.73052 109.8474
## 70 0 8219.455 3575.463 40.88126 109.8474
## 71 0 8244.490 3586.353 46.22258 109.8474
## 72 0 8268.872 3596.960 45.95424 109.8474
## 73 0 8292.641 3607.299 43.48463 109.8474
## 74 0 8315.822 3617.383 41.39395 109.8474
## 75 0 8338.440 3627.221 41.39395 109.8474
## 76 0 8360.515 3636.824 41.01747 109.8474
## 77 0 8382.069 3646.200 40.50158 109.8474
## 78 0 8403.130 3655.362 39.93320 109.8474
## 79 0 8423.711 3664.314 39.48065 109.8474
## 80 0 8443.833 3673.067 47.81149 109.8474
## 81 0 8463.514 3681.629 45.42704 109.8474
## 82 0 8482.772 3690.006 43.28747 109.8474
## 83 0 8501.620 3698.205 41.53221 109.8474
## 84 0 8520.071 3706.231 41.08194 109.8474
## 85 0 8538.140 3714.091 42.51069 109.8474
## 86 0 8555.843 3721.792 47.17685 109.8474
## 87 0 8573.189 3729.337 44.16088 109.8474
## 88 0 8590.194 3736.734 42.34089 109.8474
## 89 0 8606.866 3743.987 41.15847 109.8474
## 90 0 8623.215 3751.098 40.59955 109.8474
## 91 0 8639.253 3758.075 45.22606 109.8474
## 92 0 8654.993 3764.922 42.79900 109.8474
## 93 0 8670.439 3771.641 47.71749 109.8474
## 94 0 8685.606 3778.238 47.75608 109.8474
## 95 0 8700.497 3784.716 45.02859 109.8474
## 96 0 8715.122 3791.078 42.84121 109.8474
## 97 0 8729.491 3797.329 41.39395 109.8474
## 98 0 8743.607 3803.469 47.62688 109.8474
## 99 0 8757.463 3809.496 47.34388 109.8474
## 100 0 8771.067 3815.414 44.29709 109.8474
## 101 0 8784.429 3821.227 42.35651 109.8474
## 102 0 8797.555 3826.936 41.25393 109.8474
## 103 0 8810.453 3832.547 43.91609 109.8474
## 104 0 8823.127 3838.060 41.97249 109.8474
## 105 0 8835.584 3843.479 40.88588 109.8474
## 106 0 8847.837 3848.809 40.24899 109.8474
## 107 0 8859.862 3854.040 39.63371 109.8474
## 108 0 8871.667 3859.175 39.14039 109.8474
## 109 0 8883.261 3864.218 42.57792 109.8474
## 110 0 8894.648 3869.172 41.33188 109.8474
## 111 0 8905.837 3874.039 44.84322 109.8474
## 112 0 8916.835 3878.823 45.62849 109.8474
## 113 0 8927.643 3883.525 43.17697 109.8474
## 114 0 8938.271 3888.148 43.52927 109.8474
## 115 0 8948.725 3892.696 41.71434 109.8474
## 116 0 8959.009 3897.169 40.81273 109.8474
## 117 0 8969.127 3901.570 40.16521 109.8474
## 118 0 8979.085 3905.902 39.61499 109.8474
## 119 0 8988.888 3910.166 39.21690 109.8474
## 120 0 8998.540 3914.365 41.39395 109.8474
## 121 0 9005.443 3917.368 41.19659 109.8474
## 122 0 9012.293 3920.347 40.40604 109.8474
## 123 0 9019.086 3923.302 39.60316 109.8474
## 124 0 9025.824 3926.233 39.01892 109.8474
## 125 0 9032.509 3929.141 38.27494 109.8474
## 126 0 9039.140 3932.026 37.75528 109.8474
## 127 0 9045.719 3934.888 41.39395 109.8474
## 128 0 9052.247 3937.727 41.39395 109.8474
## 129 0 9058.721 3940.544 45.16423 109.8474
## 130 0 9065.142 3943.337 42.94227 109.8474
## 131 0 9071.511 3946.107 47.72798 109.8474
## 132 0 9077.828 3948.855 44.30120 109.8474
## 133 0 9084.095 3951.581 42.14525 109.8474
## 134 0 9090.309 3954.284 40.99078 109.8474
## 135 0 9096.471 3956.965 40.21025 109.8474
## 136 0 9102.584 3959.624 39.39740 109.8474
## 137 0 9108.645 3962.261 38.68908 109.8474
## 138 0 9114.659 3964.877 37.93765 109.8474
## 139 0 9120.623 3967.471 37.13955 109.8474
## 140 0 9126.535 3970.043 36.56877 109.8474
## 141 0 9132.401 3972.594 38.31191 109.8474
## 142 0 9138.216 3975.124 47.53073 109.8474
## 143 0 9143.984 3977.633 46.72493 109.8474
## 144 0 9149.701 3980.120 44.23841 109.8474
## 145 0 9155.374 3982.588 42.79971 109.8474
## 146 0 9160.997 3985.034 40.16077 109.8474
## 147 0 9166.575 3987.460 38.01671 109.8474
## 148 0 9172.106 3989.866 35.72875 109.8474
## 149 0 9177.592 3992.252 33.42832 109.8474
## 150 0 9183.032 3994.619 40.98084 109.8474
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 41.39395 11.84566 4165.4108 1.915968 0
## 2 41.39395 11.84566 4166.8402 1.429376 0
## 3 41.39395 11.84566 4167.4530 0.612832 0
## 4 41.39395 11.84566 4191.1352 23.682177 0
## 5 41.39395 11.84566 4191.1352 0.000000 0
## 6 41.39395 11.84566 4192.3587 1.223499 0
## 7 41.39395 11.84566 4210.8297 18.470976 0
## 8 41.39395 11.84566 4211.6359 0.806223 0
## 9 41.39395 11.84566 4211.6359 0.000000 0
## 10 41.39395 11.84566 4211.6359 0.000000 0
## 11 41.39395 11.84566 4211.6359 0.000000 0
## 12 41.39395 11.84566 4211.6359 0.000000 0
## 13 41.39395 11.84566 4211.6359 0.000000 0
## 14 41.39395 11.84566 4211.6359 0.000000 0
## 15 41.39395 11.84566 4211.6359 0.000000 0
## 16 41.39395 11.84566 4211.6359 0.000000 0
## 17 41.39395 11.84566 4211.6359 0.000000 0
## 18 41.39395 11.84566 4211.6359 0.000000 0
## 19 41.39395 11.84566 4211.6359 0.000000 0
## 20 41.39395 11.84566 4211.6359 0.000000 0
## 21 41.39395 11.84566 4211.6359 0.000000 0
## 22 41.39395 11.84566 4211.6359 0.000000 0
## 23 41.39395 11.84566 4211.6359 0.000000 0
## 24 41.39395 11.84566 4211.6359 0.000000 0
## 25 41.39395 11.84566 4211.7618 0.125877 0
## 26 41.39395 11.84566 4272.7959 61.034130 0
## 27 41.39395 11.84566 274.3009 94.005850 0
## 28 41.39395 11.84566 406.3135 0.433381 0
## 29 41.39395 11.84566 492.0539 0.054700 0
## 30 41.39395 11.84566 550.9493 0.000000 0
## 31 41.39395 11.84566 595.0390 0.411600 0
## 32 41.39395 11.84566 629.5086 0.181299 0
## 33 41.39395 11.84566 657.3703 0.000000 0
## 34 41.39395 11.84566 680.7572 0.000000 0
## 35 41.39395 11.84566 700.8584 0.000000 0
## 36 41.39395 11.84566 718.4611 0.000000 0
## 37 41.39395 11.84566 750.0440 15.943289 0
## 38 41.39395 11.84566 765.5775 1.475855 0
## 39 41.39395 11.84566 779.0975 0.761779 0
## 40 41.39395 11.84566 790.7699 0.000000 0
## 41 41.39395 11.84566 801.5209 0.000000 0
## 42 41.39395 11.84566 815.4641 3.985739 0
## 43 41.39395 11.84566 850.9367 26.196812 0
## 44 41.39395 11.84566 859.6060 0.000000 0
## 45 41.39395 11.84566 867.7444 0.000000 0
## 46 41.39395 11.84566 875.4094 0.000000 0
## 47 41.39395 11.84566 883.3143 0.663903 0
## 48 41.39395 11.84566 890.6964 0.519788 0
## 49 41.39395 11.84566 897.2133 0.000000 0
## 50 41.39395 11.84566 929.4957 26.079396 0
## 51 41.39395 11.84566 935.4119 0.000000 0
## 52 41.39395 11.84566 941.6865 0.621344 0
## 53 41.39395 11.84566 983.1968 36.099428 0
## 54 41.39395 11.84566 988.3854 0.000000 0
## 55 41.39395 11.84566 993.3665 0.000000 0
## 56 41.39395 11.84566 1057.4884 59.331779 0
## 57 41.39395 11.84566 1140.2296 68.453447 0
## 58 41.39395 11.84566 1147.6755 3.003614 0
## 59 41.39395 11.84566 1155.3900 3.427214 0
## 60 41.39395 11.84566 1161.6673 2.136640 0
## 61 41.39395 11.84566 1168.7773 3.106861 0
## 62 41.39395 11.84566 1174.9602 2.308735 0
## 63 41.39395 11.84566 1184.4174 5.705775 0
## 64 41.39395 11.84566 1191.7543 3.700332 0
## 65 41.39395 11.84566 1197.8613 2.579299 0
## 66 41.39395 11.84566 1203.5202 2.234383 0
## 67 41.39395 11.84566 1237.9840 31.137575 0
## 68 41.39395 11.84566 1241.2178 0.000000 0
## 69 41.39395 11.84566 1244.3625 0.000000 0
## 70 41.39395 11.84566 1247.4232 0.000000 0
## 71 41.39395 11.84566 1252.5987 2.194819 0
## 72 41.39395 11.84566 1258.7100 3.208500 0
## 73 41.39395 11.84566 1263.6530 2.113196 0
## 74 41.39395 11.84566 1291.6343 25.221344 0
## 75 41.39395 11.84566 1318.9603 24.633207 0
## 76 41.39395 11.84566 1321.5884 0.000000 0
## 77 41.39395 11.84566 1324.1547 0.000000 0
## 78 41.39395 11.84566 1326.6622 0.000000 0
## 79 41.39395 11.84566 1329.1125 0.000000 0
## 80 41.39395 11.84566 1337.1160 5.607849 0
## 81 41.39395 11.84566 1342.7602 3.301105 0
## 82 41.39395 11.84566 1347.0055 1.952481 0
## 83 41.39395 11.84566 1350.4968 1.247299 0
## 84 41.39395 11.84566 1352.8317 0.138264 0
## 85 41.39395 11.84566 1355.7273 0.744215 0
## 86 41.39395 11.84566 1361.6216 3.786644 0
## 87 41.39395 11.84566 1366.2904 2.603684 0
## 88 41.39395 11.84566 1369.8319 1.516915 0
## 89 41.39395 11.84566 1372.3669 0.550039 0
## 90 41.39395 11.84566 1374.3133 0.000000 0
## 91 41.39395 11.84566 1377.8137 1.590930 0
## 92 41.39395 11.84566 1381.4873 1.799642 0
## 93 41.39395 11.84566 1390.6919 7.365642 0
## 94 41.39395 11.84566 1398.8921 6.394526 0
## 95 41.39395 11.84566 1403.7576 3.092627 0
## 96 41.39395 11.84566 1407.2699 1.771010 0
## 97 41.39395 11.84566 1409.9264 0.945772 0
## 98 41.39395 11.84566 1415.8197 4.212811 0
## 99 41.39395 11.84566 1422.5310 5.061554 0
## 100 41.39395 11.84566 1426.8440 2.693296 0
## 101 41.39395 11.84566 1429.9773 1.542399 0
## 102 41.39395 11.84566 1432.0918 0.551900 0
## 103 41.39395 11.84566 1449.1322 15.504832 0
## 104 41.39395 11.84566 1452.0527 1.411555 0
## 105 41.39395 11.84566 1454.0436 0.507652 0
## 106 41.39395 11.84566 1455.5023 0.000000 0
## 107 41.39395 11.84566 1456.9340 0.000000 0
## 108 41.39395 11.84566 1458.3395 0.000000 0
## 109 41.39395 11.84566 1460.4774 0.757673 0
## 110 41.39395 11.84566 1462.4120 0.578860 0
## 111 41.39395 11.84566 1465.1634 1.419218 0
## 112 41.39395 11.84566 1479.8419 13.369086 0
## 113 41.39395 11.84566 1483.0951 1.966460 0
## 114 41.39395 11.84566 1485.9972 1.636831 0
## 115 41.39395 11.84566 1488.5522 1.310314 0
## 116 41.39395 11.84566 1490.0969 0.320386 0
## 117 41.39395 11.84566 1491.3016 0.000000 0
## 118 41.39395 11.84566 1492.4872 0.000000 0
## 119 41.39395 11.84566 1493.6543 0.000000 0
## 120 41.39395 11.84566 1539.4723 44.668886 0
## 121 41.39395 11.84566 1539.4723 0.000000 0
## 122 41.39395 11.84566 1539.4723 0.000000 0
## 123 41.39395 11.84566 1539.4723 0.000000 0
## 124 41.39395 11.84566 1539.4723 0.000000 0
## 125 41.39395 11.84566 1539.4723 0.000000 0
## 126 41.39395 11.84566 1539.4723 0.000000 0
## 127 41.39395 11.84566 1539.6611 0.188851 0
## 128 41.39395 11.84566 1621.6522 68.453447 0
## 129 41.39395 11.84566 1634.9777 13.325507 0
## 130 41.39395 11.84566 1636.7969 1.819202 0
## 131 41.39395 11.84566 1644.1115 7.314580 0
## 132 41.39395 11.84566 1646.9110 2.799520 0
## 133 41.39395 11.84566 1648.4152 1.504159 0
## 134 41.39395 11.84566 1648.9424 0.527172 0
## 135 41.39395 11.84566 1648.9424 0.000000 0
## 136 41.39395 11.84566 1648.9424 0.000000 0
## 137 41.39395 11.84566 1648.9424 0.000000 0
## 138 41.39395 11.84566 1648.9424 0.000000 0
## 139 41.39395 11.84566 1648.9424 0.000000 0
## 140 41.39395 11.84566 1648.9424 0.000000 0
## 141 41.39395 11.84566 1648.9424 0.000000 0
## 142 41.39395 11.84566 1652.8657 3.923393 0
## 143 41.39395 11.84566 1657.0399 4.174172 0
## 144 41.39395 11.84566 1659.5557 2.515773 0
## 145 41.39395 11.84566 1661.1780 1.622288 0
## 146 41.39395 11.84566 1661.7849 0.606966 0
## 147 41.39395 11.84566 1661.7849 0.000000 0
## 148 41.39395 11.84566 1661.7849 0.000000 0
## 149 41.39395 11.84566 1661.7849 0.000000 0
## 150 41.39395 11.84566 1661.7849 0.000000 0
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.001755
## 2 0 0 0 0.000000 0 0.001755
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.001072
## 5 0 0 0 0.000000 0 0.000683
## 6 0 0 0 0.000000 0 0.001755
## 7 0 0 0 0.000000 0 0.001755
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.003510 0 0.003510
## 16 0 0 0 0.036185 0 0.036185
## 17 0 0 0 0.122143 0 0.122143
## 18 0 0 0 0.053766 0 0.053766
## 19 0 0 0 0.058638 0 0.058638
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.000000 0 0.001755
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.000753
## 26 0 0 0 0.000000 0 0.001755
## 27 0 0 0 0.000000 0 0.001755
## 28 0 0 0 0.003510 0 0.003510
## 29 0 0 0 0.084137 0 0.084137
## 30 0 0 0 0.000000 0 0.000000
## 31 0 0 0 0.000000 0 0.001755
## 32 0 0 0 0.003510 0 0.003510
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.001755
## 38 0 0 0 0.000000 0 0.001755
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.001755
## 43 0 0 0 0.000000 0 0.001487
## 44 0 0 0 0.000000 0 0.000268
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.001755
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.000000 0 0.000000
## 50 0 0 0 0.003510 0 0.005265
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.001755
## 53 0 0 0 0.000000 0 0.001755
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.000000
## 56 0 0 0 0.000000 0 0.001755
## 57 0 0 0 0.000000 0 0.001396
## 58 0 0 0 0.000000 0 0.001755
## 59 0 0 0 0.000000 0 0.001755
## 60 0 0 0 0.000000 0 0.000000
## 61 0 0 0 0.000000 0 0.001755
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.001755
## 64 0 0 0 0.000000 0 0.001755
## 65 0 0 0 0.000000 0 0.001755
## 66 0 0 0 0.000000 0 0.001755
## 67 0 0 0 0.000000 0 0.001755
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.000000
## 70 0 0 0 0.000000 0 0.001755
## 71 0 0 0 0.000000 0 0.001755
## 72 0 0 0 0.000000 0 0.001755
## 73 0 0 0 0.000000 0 0.000000
## 74 0 0 0 0.000000 0 0.001755
## 75 0 0 0 0.000000 0 0.001755
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.000000
## 80 0 0 0 0.000000 0 0.001755
## 81 0 0 0 0.003510 0 0.003510
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.000000
## 85 0 0 0 0.000000 0 0.001755
## 86 0 0 0 0.003510 0 0.005265
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.000000
## 91 0 0 0 0.000000 0 0.001755
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.001755
## 94 0 0 0 0.000000 0 0.001755
## 95 0 0 0 0.003510 0 0.003510
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.001755
## 99 0 0 0 0.000000 0 0.001755
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.001755
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.000000
## 109 0 0 0 0.000000 0 0.001755
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.001755
## 112 0 0 0 0.000000 0 0.001755
## 113 0 0 0 0.000000 0 0.000000
## 114 0 0 0 0.000000 0 0.001755
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.000000
## 120 0 0 0 0.000000 0 0.001755
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.001755
## 128 0 0 0 0.000000 0 0.001755
## 129 0 0 0 0.000000 0 0.001755
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.001755
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.000000
## 141 0 0 0 0.000000 0 0.087616
## 142 0 0 0 0.000000 0 0.130179
## 143 0 0 0 0.000000 0 0.172124
## 144 0 0 0 0.000000 0 0.213592
## 145 0 0 0 0.000000 0 0.254343
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.443151
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008954
## 2 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008030
## 3 0.043982 0.497457 0.000000 0.000000 0 0.000000 0.008030
## 4 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008030
## 5 0.043982 0.220759 0.000000 0.000000 0 0.000000 0.008031
## 6 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008031
## 7 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008031
## 8 0.043982 0.385699 0.000000 0.000000 0 0.000000 0.008031
## 9 0.000000 0.176196 0.000000 0.000000 0 0.000000 0.008032
## 10 0.000000 0.298652 0.000000 0.000000 0 0.000000 0.008032
## 11 0.000000 0.276442 0.000000 0.000000 0 0.000000 0.008032
## 12 0.000000 0.284095 0.000000 0.000000 0 0.000000 0.008032
## 13 0.000000 0.346509 0.000000 0.000000 0 0.000000 0.008032
## 14 0.000000 0.360955 0.000000 0.000000 0 0.000000 0.008033
## 15 0.000000 0.000000 0.327528 0.430962 0 0.000000 0.008033
## 16 0.000000 0.004840 0.291343 0.000000 0 0.000000 0.008033
## 17 0.000000 0.008186 0.169200 0.000000 0 0.000000 0.008033
## 18 0.000000 0.005945 0.115435 0.000000 0 0.000000 0.008033
## 19 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008034
## 20 0.043982 0.298600 0.000000 0.000000 0 0.000000 0.008034
## 21 0.000000 0.278524 0.000000 0.000000 0 0.000000 0.008034
## 22 0.000000 0.324859 0.000000 0.000000 0 0.000000 0.008034
## 23 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008034
## 24 0.043982 0.222899 0.000000 0.000000 0 0.000000 0.008034
## 25 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008035
## 26 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.008035
## 27 0.000000 0.000000 0.000000 0.000000 0 0.000000 341.134694
## 28 0.000000 0.000000 0.159712 0.598777 0 0.000000 77.390575
## 29 0.000000 0.000000 0.000000 0.000000 0 0.000000 70.430120
## 30 0.043982 0.290654 0.000000 0.000000 0 0.000000 46.995786
## 31 0.000000 0.000000 0.000000 0.285016 0 0.000000 35.619856
## 32 0.000000 0.000000 0.000000 0.250490 0 0.000000 28.173109
## 33 0.043982 0.451588 0.000000 0.000000 0 0.000000 23.123686
## 34 0.000000 0.351520 0.000000 0.000000 0 0.000000 19.534265
## 35 0.000000 0.456076 0.000000 0.000000 0 0.000000 16.866301
## 36 0.000000 0.362548 0.000000 0.000000 0 0.000000 14.814271
## 37 0.000000 0.000000 0.000000 0.000000 0 0.000000 13.191891
## 38 0.000000 0.000000 0.000000 0.000000 0 0.000000 11.878108
## 39 0.043982 0.385304 0.000000 0.000000 0 0.000000 10.789006
## 40 0.000000 0.396226 0.000000 0.000000 0 0.000000 9.879086
## 41 0.000000 0.271865 0.000000 0.000000 0 0.000000 9.102591
## 42 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.435544
## 43 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.855480
## 44 0.043982 0.340875 0.000000 0.000000 0 0.000000 7.346152
## 45 0.000000 0.251983 0.000000 0.000000 0 0.000000 6.896338
## 46 0.000000 0.413457 0.000000 0.000000 0 0.000000 6.494942
## 47 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.135503
## 48 0.043982 0.320375 0.000000 0.000000 0 0.000000 5.810302
## 49 0.000000 0.388100 0.000000 0.000000 0 0.000000 5.517740
## 50 0.000000 0.000000 0.000000 20.583817 0 0.000000 5.250019
## 51 0.043982 0.380410 0.000000 0.000000 0 0.000000 5.006528
## 52 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.782581
## 53 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.576319
## 54 0.043982 0.371384 0.000000 0.000000 0 0.000000 4.386013
## 55 0.000000 0.379212 0.000000 0.000000 0 0.000000 4.209327
## 56 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.045348
## 57 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.894721
## 58 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.750341
## 59 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.616924
## 60 0.043982 0.312248 0.000000 0.000000 0 0.000000 3.491377
## 61 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.373585
## 62 0.043982 0.389233 0.000000 0.000000 0 0.000000 3.263422
## 63 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.159187
## 64 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.060278
## 65 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.967044
## 66 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.878610
## 67 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.794741
## 68 0.043982 0.320105 0.000000 0.000000 0 0.000000 2.715232
## 69 0.000000 0.343324 0.000000 0.000000 0 0.000000 2.639595
## 70 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.566581
## 71 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.498764
## 72 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.432732
## 73 0.043982 0.356410 0.000000 0.000000 0 0.000000 2.369746
## 74 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.309930
## 75 0.000000 0.000000 0.000000 0.000000 0 0.000000 2.252407
## 76 0.043982 0.376479 0.000000 0.000000 0 0.000000 2.197339
## 77 0.000000 0.515891 0.000000 0.000000 0 0.000000 2.144631
## 78 0.000000 0.568378 0.000000 0.000000 0 0.000000 2.093961
## 79 0.000000 0.452550 0.000000 0.000000 0 0.000000 2.045262
## 80 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.998460
## 81 0.000000 0.000000 0.000000 1.266490 0 0.000000 1.953496
## 82 0.043982 0.187090 0.000000 0.000000 0 0.000000 1.910085
## 83 0.000000 0.507960 0.000000 0.000000 0 0.000000 1.867963
## 84 0.000000 0.312009 0.000000 0.000000 0 0.000000 1.827738
## 85 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.788915
## 86 0.000000 0.000000 0.000000 6.819742 0 0.000000 1.751248
## 87 0.043982 0.412291 0.000000 0.000000 0 0.000000 1.715117
## 88 0.000000 0.303073 0.000000 0.000000 0 0.000000 1.679753
## 89 0.000000 0.632380 0.000000 0.000000 0 0.000000 1.645656
## 90 0.000000 0.558919 0.000000 0.000000 0 0.000000 1.612587
## 91 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.580913
## 92 0.043982 0.627412 0.000000 0.000000 0 0.000000 1.549424
## 93 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.519669
## 94 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.490637
## 95 0.000000 0.000000 0.000000 0.504490 0 0.000000 1.462316
## 96 0.043982 0.416366 0.000000 0.000000 0 0.000000 1.435060
## 97 0.000000 0.501491 0.000000 0.000000 0 0.000000 1.408473
## 98 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.382903
## 99 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.357961
## 100 0.043982 0.353494 0.000000 0.000000 0 0.000000 1.333631
## 101 0.000000 0.398183 0.000000 0.000000 0 0.000000 1.309900
## 102 0.000000 0.550679 0.000000 0.000000 0 0.000000 1.287105
## 103 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.264529
## 104 0.043982 0.532045 0.000000 0.000000 0 0.000000 1.242857
## 105 0.000000 0.578963 0.000000 0.000000 0 0.000000 1.221899
## 106 0.000000 0.636886 0.000000 0.000000 0 0.000000 1.201133
## 107 0.000000 0.615283 0.000000 0.000000 0 0.000000 1.189087
## 108 0.000000 0.493315 0.000000 0.000000 0 0.000000 1.176974
## 109 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.165137
## 110 0.043982 0.667187 0.000000 0.000000 0 0.000000 1.153082
## 111 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.141313
## 112 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.129668
## 113 0.043982 0.485063 0.000000 0.000000 0 0.000000 1.118314
## 114 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.106763
## 115 0.043982 0.504620 0.000000 0.000000 0 0.000000 1.095513
## 116 0.000000 0.581224 0.000000 0.000000 0 0.000000 1.083759
## 117 0.000000 0.647514 0.000000 0.000000 0 0.000000 1.072951
## 118 0.000000 0.550221 0.000000 0.000000 0 0.000000 1.061967
## 119 0.000000 0.398094 0.000000 0.000000 0 0.000000 1.050970
## 120 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.040125
## 121 0.043982 0.197362 0.000000 0.000000 0 0.000000 1.029587
## 122 0.000000 0.790552 0.000000 0.000000 0 0.000000 1.018357
## 123 0.000000 0.802872 0.000000 0.000000 0 0.000000 1.007321
## 124 0.000000 0.584244 0.000000 0.000000 0 0.000000 0.996477
## 125 0.000000 0.743984 0.000000 0.000000 0 0.000000 0.985670
## 126 0.000000 0.519659 0.000000 0.000000 0 0.000000 0.974428
## 127 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.963416
## 128 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.952630
## 129 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.942065
## 130 0.043982 0.402766 0.000000 0.000000 0 0.000000 0.931568
## 131 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.921436
## 132 0.043982 0.627260 0.000000 0.000000 0 0.000000 0.911367
## 133 0.000000 0.651795 0.000000 0.000000 0 0.000000 0.901507
## 134 0.000000 0.627295 0.000000 0.000000 0 0.000000 0.891706
## 135 0.000000 0.780531 0.000000 0.000000 0 0.000000 0.882109
## 136 0.000000 0.812854 0.000000 0.000000 0 0.000000 0.872712
## 137 0.000000 0.708317 0.000000 0.000000 0 0.000000 0.863658
## 138 0.000000 0.751430 0.000000 0.000000 0 0.000000 0.854222
## 139 0.000000 0.798098 0.000000 0.000000 0 0.000000 0.845412
## 140 0.000000 0.435915 0.000000 0.000000 0 0.134873 0.836647
## 141 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.827928
## 142 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.819534
## 143 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.810902
## 144 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.802733
## 145 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.794464
## 146 0.043982 0.680693 0.000000 0.000000 0 1.351283 0.786512
## 147 0.000000 0.707312 0.000000 0.000000 0 1.436741 0.778598
## 148 0.000000 0.726669 0.000000 0.000000 0 1.561296 0.770721
## 149 0.000000 0.710080 0.000000 0.000000 0 1.590351 0.763154
## 150 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.755484
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 0.063282 -0.004025 0.394942 252.5228 0.043982 1 100
## 2 0.063282 -0.004966 0.386939 252.5228 0.043982 1 100
## 3 0.063283 -0.005388 0.376831 252.5228 0.000000 0 100
## 4 0.063283 -0.005000 0.376831 252.5228 0.043982 1 100
## 5 0.063283 -0.004584 0.374822 252.5228 0.000000 0 100
## 6 0.056903 -0.004756 0.403548 252.5228 0.043982 1 100
## 7 0.056903 -0.004973 0.387682 252.5228 0.043982 1 100
## 8 0.056904 -0.004153 0.376831 252.5228 0.000000 0 100
## 9 0.056904 -0.003439 0.375227 252.5228 0.000000 0 100
## 10 0.056905 -0.003645 0.372509 252.5228 0.000000 0 100
## 11 0.056905 -0.003644 0.369992 252.5228 0.000000 0 100
## 12 0.056906 -0.003411 0.367406 252.5228 0.000000 0 100
## 13 0.056906 -0.003479 0.364251 252.5228 0.000000 0 100
## 14 0.056907 -0.003383 0.360965 252.5228 0.000000 0 100
## 15 0.056907 -0.002887 0.363515 252.5228 0.043982 1 100
## 16 0.056907 -0.002491 0.363471 252.5228 0.043982 1 100
## 17 0.056908 -0.002457 0.363397 252.5228 0.043982 1 100
## 18 0.056908 -0.002585 0.363342 252.5228 0.043982 1 100
## 19 0.056908 -0.002226 0.363717 252.5228 0.043982 1 100
## 20 0.056908 -0.002235 0.360998 252.5228 0.000000 0 100
## 21 0.056908 -0.002164 0.358463 252.5228 0.000000 0 100
## 22 0.056909 -0.002364 0.355505 252.5228 0.000000 0 100
## 23 0.056909 -0.002967 0.363572 252.5228 0.043982 1 100
## 24 0.056909 -0.003570 0.361543 252.5228 0.000000 0 100
## 25 0.056909 -0.003686 0.376831 252.5228 0.043982 1 100
## 26 0.053459 -0.004346 0.376831 252.5228 0.043982 1 100
## 27 1177.115243 -0.003554 0.376831 252.5228 0.043982 1 100
## 28 426.559384 -0.002681 0.376831 252.5228 0.043982 1 100
## 29 297.814841 -0.002527 0.376831 252.5228 0.043982 1 100
## 30 203.286895 -0.002646 0.374185 252.5228 0.000000 0 100
## 31 151.528720 -0.003034 0.376831 252.5228 0.043982 1 100
## 32 119.163978 -0.002361 0.376831 252.5228 0.043982 1 100
## 33 97.060520 -0.002572 0.372720 252.5228 0.000000 0 100
## 34 81.596375 -0.003085 0.369520 252.5228 0.000000 0 100
## 35 70.209007 -0.003308 0.365368 252.5228 0.000000 0 100
## 36 61.526692 -0.004109 0.362068 252.5228 0.000000 0 100
## 37 54.694799 -0.004188 0.397374 252.5228 0.043982 1 100
## 38 49.183015 -0.003643 0.387274 252.5228 0.043982 1 100
## 39 44.645376 -0.003302 0.376831 252.5228 0.000000 0 100
## 40 40.854247 -0.003439 0.373224 252.5228 0.000000 0 100
## 41 37.632708 -0.003632 0.370749 252.5228 0.000000 0 100
## 42 34.859698 -0.003848 0.432905 252.5228 0.043982 1 100
## 43 32.470707 -0.004207 0.376831 252.5228 0.043982 1 100
## 44 30.351785 -0.003512 0.373728 252.5228 0.000000 0 100
## 45 28.493316 -0.002995 0.371434 252.5228 0.000000 0 100
## 46 26.835568 -0.003406 0.367670 252.5228 0.000000 0 100
## 47 25.351163 -0.003688 0.383082 252.5228 0.043982 1 100
## 48 24.020766 -0.003028 0.375433 252.5228 0.000000 0 100
## 49 22.811557 -0.003040 0.371900 252.5228 0.000000 0 100
## 50 21.711101 -0.003226 0.376831 252.5228 0.043982 1 100
## 51 20.706467 -0.003289 0.373368 252.5228 0.000000 0 100
## 52 19.784468 -0.003663 0.380799 252.5228 0.043982 1 100
## 53 18.935324 -0.003904 0.376831 252.5228 0.043982 1 100
## 54 18.155128 -0.003737 0.373451 252.5228 0.000000 0 100
## 55 17.427540 -0.003962 0.369998 252.5228 0.000000 0 100
## 56 16.756945 -0.004439 0.376831 252.5228 0.043982 1 100
## 57 16.130212 -0.005321 0.376831 252.5228 0.043982 1 100
## 58 15.539043 -0.005364 0.428137 252.5228 0.043982 1 100
## 59 14.993938 -0.004708 0.418683 252.5228 0.043982 1 100
## 60 14.479526 -0.005265 0.396389 252.5228 0.000000 0 100
## 61 13.996868 -0.006248 0.423033 252.5228 0.043982 1 100
## 62 13.544088 -0.005462 0.398472 252.5228 0.000000 0 100
## 63 13.114481 -0.005386 0.434928 252.5228 0.043982 1 100
## 64 12.710606 -0.005182 0.419640 252.5228 0.043982 1 100
## 65 12.328640 -0.005684 0.407862 252.5228 0.043982 1 100
## 66 11.966278 -0.006144 0.405920 252.5228 0.043982 1 100
## 67 11.621478 -0.006714 0.376831 252.5228 0.043982 1 100
## 68 11.296802 -0.007366 0.373917 252.5228 0.000000 0 100
## 69 10.984645 -0.007174 0.370792 252.5228 0.000000 0 100
## 70 10.688829 -0.007358 0.372164 252.5228 0.043982 1 100
## 71 10.408619 -0.006572 0.420789 252.5228 0.043982 1 100
## 72 10.136058 -0.006010 0.418346 252.5228 0.043982 1 100
## 73 9.879102 -0.005782 0.395864 252.5228 0.000000 0 100
## 74 9.634016 -0.005678 0.376831 252.5228 0.043982 1 100
## 75 9.398308 -0.005769 0.376831 252.5228 0.043982 1 100
## 76 9.171670 -0.005144 0.373404 252.5228 0.000000 0 100
## 77 8.954736 -0.005295 0.368708 252.5228 0.000000 0 100
## 78 8.748048 -0.005452 0.363533 252.5228 0.000000 0 100
## 79 8.547573 -0.005793 0.359414 252.5228 0.000000 0 100
## 80 8.355824 -0.005079 0.435254 252.5228 0.043982 1 100
## 81 8.171575 -0.004326 0.413547 252.5228 0.043982 1 100
## 82 7.994558 -0.003822 0.394069 252.5228 0.000000 0 100
## 83 7.822816 -0.003998 0.378090 252.5228 0.000000 0 100
## 84 7.657050 -0.004612 0.373991 252.5228 0.000000 0 100
## 85 7.497912 -0.004559 0.386998 252.5228 0.043982 1 100
## 86 7.344336 -0.003921 0.429476 252.5228 0.043982 1 100
## 87 7.195369 -0.003793 0.402020 252.5228 0.000000 0 100
## 88 7.052455 -0.003405 0.385452 252.5228 0.000000 0 100
## 89 6.913019 -0.004165 0.374688 252.5228 0.000000 0 100
## 90 6.777781 -0.005115 0.369600 252.5228 0.000000 0 100
## 91 6.648155 -0.005496 0.411717 252.5228 0.043982 1 100
## 92 6.522432 -0.005688 0.389622 252.5228 0.000000 0 100
## 93 6.399768 -0.005407 0.434398 252.5228 0.043982 1 100
## 94 6.282317 -0.004998 0.434749 252.5228 0.043982 1 100
## 95 6.166983 -0.003834 0.409919 252.5228 0.043982 1 100
## 96 6.055915 -0.003919 0.390007 252.5228 0.000000 0 100
## 97 5.948264 -0.004222 0.376831 252.5228 0.000000 0 100
## 98 5.842533 -0.004283 0.433573 252.5228 0.043982 1 100
## 99 5.735759 -0.004589 0.430997 252.5228 0.043982 1 100
## 100 5.631896 -0.004045 0.403260 252.5228 0.000000 0 100
## 101 5.531536 -0.004295 0.385594 252.5228 0.000000 0 100
## 102 5.433902 -0.005787 0.375557 252.5228 0.000000 0 100
## 103 5.339571 -0.005882 0.399792 252.5228 0.043982 1 100
## 104 5.247130 -0.004993 0.382098 252.5228 0.000000 0 100
## 105 5.157836 -0.004915 0.372206 252.5228 0.000000 0 100
## 106 5.072241 -0.006016 0.366408 252.5228 0.000000 0 100
## 107 4.988327 -0.006967 0.360807 252.5228 0.000000 0 100
## 108 4.906723 -0.007094 0.356316 252.5228 0.000000 0 100
## 109 4.827987 -0.005496 0.387610 252.5228 0.043982 1 100
## 110 4.750803 -0.005269 0.376266 252.5228 0.000000 0 100
## 111 4.676354 -0.005720 0.408232 252.5228 0.043982 1 100
## 112 4.604564 -0.005209 0.415381 252.5228 0.043982 1 100
## 113 4.532957 -0.004767 0.393063 252.5228 0.000000 0 100
## 114 4.464523 -0.004788 0.396270 252.5228 0.043982 1 100
## 115 4.398578 -0.005309 0.379748 252.5228 0.000000 0 100
## 116 4.332708 -0.005267 0.371540 252.5228 0.000000 0 100
## 117 4.269835 -0.006349 0.365646 252.5228 0.000000 0 100
## 118 4.208147 -0.006663 0.360637 252.5228 0.000000 0 100
## 119 4.148191 -0.006898 0.357013 252.5228 0.000000 0 100
## 120 4.089362 -0.005611 0.376831 252.5228 0.043982 1 100
## 121 4.032760 -0.004427 0.375035 252.5228 0.000000 0 100
## 122 3.997684 -0.005121 0.367838 252.5228 0.000000 0 100
## 123 3.962534 -0.007438 0.360529 252.5228 0.000000 0 100
## 124 3.927330 -0.005537 0.355210 252.5228 0.000000 0 100
## 125 3.893736 -0.005692 0.348437 252.5228 0.000000 0 100
## 126 3.859158 -0.006116 0.343707 252.5228 0.000000 0 100
## 127 3.825097 -0.005683 0.376831 252.5228 0.043982 1 100
## 128 3.792100 -0.005655 0.376831 252.5228 0.043982 1 100
## 129 3.758535 -0.006013 0.411154 252.5228 0.043982 1 100
## 130 3.724419 -0.006231 0.390927 252.5228 0.000000 0 100
## 131 3.691931 -0.005905 0.434494 252.5228 0.043982 1 100
## 132 3.659441 -0.006267 0.403298 252.5228 0.000000 0 100
## 133 3.627493 -0.006850 0.383671 252.5228 0.000000 0 100
## 134 3.595026 -0.005985 0.373161 252.5228 0.000000 0 100
## 135 3.562588 -0.006826 0.366056 252.5228 0.000000 0 100
## 136 3.531768 -0.008005 0.358656 252.5228 0.000000 0 100
## 137 3.500446 -0.008586 0.352208 252.5228 0.000000 0 100
## 138 3.470208 -0.008933 0.345367 252.5228 0.000000 0 100
## 139 3.439480 -0.009424 0.338101 252.5228 0.000000 0 100
## 140 3.408517 -0.405041 0.332905 252.5228 0.000000 0 100
## 141 3.379679 -0.060837 0.348774 252.5228 0.043982 1 100
## 142 3.348822 0.358356 0.432698 252.5228 0.043982 1 100
## 143 3.320086 0.674100 0.425362 252.5228 0.043982 1 100
## 144 3.289867 1.124618 0.402726 252.5228 0.043982 1 100
## 145 3.262264 1.498474 0.389629 252.5228 0.043982 1 100
## 146 3.232177 1.813152 0.365605 252.5228 0.000000 0 100
## 147 3.205197 2.008739 0.346087 252.5228 0.000000 0 100
## 148 3.176758 2.234662 0.325258 252.5228 0.000000 0 100
## 149 3.149388 2.429589 0.304316 252.5228 0.000000 0 100
## 150 3.122080 3.160930 0.373071 252.5228 0.043982 1 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.000000 0 0 0.254 0.000183 264.887316
## 2 0.000000 0.000000 0 0 0.762 0.000550 288.695192
## 3 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 4 0.000000 0.000000 0 0 32.766 0.023682 3.298442
## 5 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 6 0.000000 0.000000 0 0 6.096 0.004379 246.991923
## 7 0.000000 0.000000 0 0 23.114 0.016728 404.174570
## 8 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 9 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 10 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 11 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 12 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 13 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 14 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 15 0.000000 0.000000 0 0 0.762 0.000280 0.000000
## 16 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 17 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 18 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 19 0.000000 0.000000 0 0 0.000 0.000041 0.000000
## 20 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 21 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 22 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 23 0.000000 0.000000 0 0 1.270 0.000886 209.066910
## 24 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 25 0.000000 0.000000 0 0 2.540 0.001805 1.817753
## 26 0.000000 0.000000 0 0 84.328 0.061034 15.707690
## 27 0.000000 0.000000 0 0 35.306 0.025552 2030.129407
## 28 0.000000 0.000000 0 0 0.762 0.000433 0.000000
## 29 0.000000 0.000000 0 0 0.000 0.000055 0.000000
## 30 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 31 0.000000 0.000000 0 0 1.016 0.000702 0.000000
## 32 0.000000 0.000000 0 0 0.254 0.000181 0.000000
## 33 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 34 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 35 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 36 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 37 0.000000 0.000000 0 0 27.432 0.019822 8.425679
## 38 0.000000 0.000000 0 0 0.508 0.000366 1685.752949
## 39 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 40 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 41 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 42 0.000000 0.000000 0 0 14.986 0.010813 85.809560
## 43 0.000000 0.000000 0 0 27.686 0.020037 6.021164
## 44 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 45 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 46 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 47 0.000000 0.000000 0 0 3.302 0.002357 656.111028
## 48 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 49 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 50 0.000000 0.000000 0 0 36.830 0.026621 0.000000
## 51 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 52 0.000000 0.000000 0 0 2.032 0.001438 1010.080731
## 53 0.000000 0.000000 0 0 49.276 0.035664 581.895981
## 54 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 55 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 56 0.000000 0.000000 0 0 83.058 0.060082 341.632640
## 57 0.000000 0.000000 0 0 107.950 0.078130 4.116399
## 58 0.000000 0.000000 0 0 11.938 0.008639 78.704646
## 59 0.000000 0.000000 0 0 3.302 0.002389 195.217459
## 60 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 61 0.000000 0.000000 0 0 8.382 0.006034 642.811230
## 62 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 63 0.000000 0.000000 0 0 13.462 0.009710 532.278269
## 64 0.000000 0.000000 0 0 2.794 0.002021 2922.648588
## 65 0.000000 0.000000 0 0 1.778 0.001286 738.723134
## 66 0.000000 0.000000 0 0 2.794 0.002021 24.731299
## 67 0.000000 0.000000 0 0 38.608 0.027942 9.320605
## 68 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 69 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 70 0.000000 0.000000 0 0 0.254 0.000151 559.180807
## 71 0.000000 0.000000 0 0 10.414 0.007536 832.218885
## 72 0.000000 0.000000 0 0 4.064 0.002940 1072.299497
## 73 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 74 0.000000 0.000000 0 0 32.004 0.023131 339.034514
## 75 0.000000 0.000000 0 0 34.036 0.024633 690.476509
## 76 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 77 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 78 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 79 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 80 0.000000 0.000000 0 0 19.304 0.013939 245.852125
## 81 0.000000 0.000000 0 0 1.270 0.000917 0.000000
## 82 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 83 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 84 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 85 0.000000 0.000000 0 0 3.048 0.002173 343.825748
## 86 0.000000 0.000000 0 0 11.684 0.008453 0.000000
## 87 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 88 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 89 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 90 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 91 0.000000 0.000000 0 0 8.636 0.006217 4993.002035
## 92 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 93 0.000000 0.000000 0 0 17.018 0.012284 613.015831
## 94 0.000000 0.000000 0 0 8.890 0.006433 9206.996855
## 95 0.000000 0.000000 0 0 0.508 0.000365 0.000000
## 96 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 97 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 98 0.000000 0.000000 0 0 14.478 0.010446 670.541110
## 99 0.000000 0.000000 0 0 6.604 0.004779 4021.754645
## 100 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 101 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 102 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 103 0.000000 0.000000 0 0 25.146 0.018167 885.475412
## 104 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 105 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 106 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 107 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 108 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 109 0.000000 0.000000 0 0 5.842 0.004195 10167.367025
## 110 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 111 0.000000 0.000000 0 0 6.858 0.004931 2781.546623
## 112 0.000000 0.000000 0 0 19.558 0.014154 5060.577559
## 113 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 114 0.000000 0.000000 0 0 2.794 0.001989 1280.712041
## 115 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 116 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 117 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 118 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 119 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 120 0.000000 0.000000 0 0 64.770 0.046846 6973.575323
## 121 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 122 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 123 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 124 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 125 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 126 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 127 0.000000 0.000000 0 0 5.334 0.003828 149.136717
## 128 0.000000 0.000000 0 0 113.284 0.081991 129.311293
## 129 0.000000 0.000000 0 0 23.622 0.017096 404.816602
## 130 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 131 0.000000 0.000000 0 0 16.764 0.012100 2077.840987
## 132 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 133 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 134 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 135 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 136 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 137 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 138 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 139 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 140 0.169576 0.086011 0 0 0.000 0.000000 0.000000
## 141 0.000000 0.171722 0 0 2.540 0.001743 3211.331228
## 142 0.000000 0.256847 0 0 18.288 0.013142 5481.587428
## 143 0.000000 0.340738 0 0 4.826 0.003368 3045.192628
## 144 0.000000 0.423673 0 0 0.254 0.000029 5098.396328
## 145 0.000000 0.505175 0 0 0.508 0.000184 5771.133816
## 146 2.156175 0.584993 0 0 0.000 0.000000 0.000000
## 147 2.621056 0.662885 0 0 0.000 0.000000 0.000000
## 148 3.011006 0.738623 0 0 0.000 0.000000 0.000000
## 149 3.233693 0.811992 0 0 0.000 0.000000 0.000000
## 150 0.000000 0.882791 0 0 10.922 0.007553 1566.815704
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 1580.1090 46.929311 286.39732 0 264.887316 1580.1090
## 2 1629.4969 51.150149 295.49385 0 288.695192 1629.4969
## 3 745.3644 131.854018 426.20345 0 744.193748 2335.2607
## 4 189.1126 0.584408 34.04461 0 3.298442 189.1126
## 5 196.2993 5.795666 107.58185 0 32.711162 596.5787
## 6 1525.5836 43.761289 276.45801 0 246.991923 1525.5836
## 7 1868.2581 71.610439 339.39459 0 404.174570 1868.2581
## 8 736.9729 127.119034 420.88120 0 717.469152 2306.8984
## 9 261.2759 10.513804 143.64357 0 59.340680 795.8351
## 10 561.1618 59.352624 314.44130 0 334.990565 1732.7082
## 11 462.8216 37.149363 257.43498 0 209.673732 1421.5405
## 12 550.4049 56.525965 308.14151 0 319.036690 1698.4175
## 13 701.6991 109.210718 398.83062 0 616.393300 2188.9480
## 14 761.6022 141.632061 436.60147 0 799.381736 2390.5354
## 15 0.0000 13.233059 160.31159 0 74.688353 887.7936
## 16 0.0000 37.770779 260.62896 0 213.192994 1439.2082
## 17 0.0000 258.774778 523.71869 0 1460.625664 2845.0204
## 18 0.0000 33.698372 247.80682 0 190.206738 1368.9724
## 19 0.0000 54.731944 305.71267 0 308.928417 1685.4840
## 20 883.7030 251.923229 520.41691 0 1421.952849 2828.4251
## 21 836.8598 194.192371 485.73020 0 1096.097397 2650.4238
## 22 817.2288 176.640139 472.25643 0 997.025759 2580.0287
## 23 1454.7465 37.035824 263.36499 0 209.066910 1454.7465
## 24 231.1553 7.758044 126.80790 0 43.794092 702.9979
## 25 142.6660 0.322012 25.67730 0 1.817753 142.6660
## 26 424.3387 2.782589 76.45636 0 15.707690 424.3387
## 27 3097.3727 359.633745 573.52975 0 2030.129407 3097.3727
## 28 0.0000 24.130441 217.14321 0 136.216133 1201.0533
## 29 0.0000 130.419297 437.13703 0 736.215815 2397.1546
## 30 738.5575 116.216649 419.57651 0 656.041988 2303.1261
## 31 0.0000 94.335171 396.08048 0 532.574431 2178.3896
## 32 0.0000 162.868220 481.27332 0 919.481552 2634.9022
## 33 928.5298 649.444074 605.39179 0 3666.472465 3203.5104
## 34 755.0174 116.202484 428.25319 0 656.027556 2351.7911
## 35 949.2533 275.683729 558.56476 0 1556.387750 3036.4399
## 36 598.7274 62.053630 334.92698 0 350.327204 1846.4739
## 37 315.9768 1.492445 56.90459 0 8.425679 315.9768
## 38 3086.7584 298.598250 568.64442 0 1685.752949 3086.7584
## 39 971.1652 246.737224 564.89415 0 1393.221956 3080.5852
## 40 957.8506 232.124631 555.45331 0 1310.710753 3031.6438
## 41 523.4100 41.873801 290.68890 0 236.443849 1605.8711
## 42 1011.2662 15.196726 182.56842 0 85.809560 1011.2662
## 43 272.8282 1.066338 49.12259 0 6.021164 272.8282
## 44 837.1185 143.290522 476.44252 0 809.101678 2613.9393
## 45 726.0370 94.789971 408.76714 0 535.239341 2249.4719
## 46 1009.4123 301.351623 593.92279 0 1701.606639 3228.7216
## 47 2493.7774 116.177434 453.50601 0 656.111028 2493.7774
## 48 1001.3145 242.113780 579.57384 0 1367.335418 3164.9295
## 49 1094.8622 426.645914 657.50685 0 2409.479007 3554.6695
## 50 0.0000 31.787800 263.12082 0 179.521319 1455.2697
## 51 1022.3236 265.495275 594.42285 0 1499.382205 3241.9662
## 52 2894.2482 178.854771 528.20079 0 1010.080731 2894.2482
## 53 2384.1551 103.036192 433.22987 0 581.895981 2384.1551
## 54 913.9965 172.484739 521.90565 0 974.106029 2860.7537
## 55 976.7884 191.627488 558.08116 0 1082.369568 3058.5600
## 56 1980.8229 60.484151 358.80531 0 341.632640 1980.8229
## 57 235.7317 0.728786 42.43327 0 4.116399 235.7317
## 58 1018.7959 13.934218 183.83524 0 78.704646 1018.7959
## 59 1552.1054 34.562161 280.61796 0 195.217459 1552.1054
## 60 640.8394 59.651122 356.69182 0 336.927440 1969.2646
## 61 2551.2226 113.806139 463.60936 0 642.811230 2551.2226
## 62 886.7401 140.855765 501.89886 0 795.595636 2757.8776
## 63 2470.0880 94.219283 448.05679 0 532.278269 2470.0880
## 64 4041.1227 517.341909 747.44726 0 2922.648588 4041.1227
## 65 2800.9021 130.762363 509.01374 0 738.723134 2800.9021
## 66 600.5451 4.377720 108.19924 0 24.731299 600.5451
## 67 368.7848 1.649853 66.40215 0 9.320605 368.7848
## 68 674.6131 61.372536 374.95041 0 346.715302 2070.9162
## 69 769.9858 85.142248 430.03401 0 480.998867 2371.8971
## 70 2518.6527 98.981337 456.98157 0 559.180807 2518.6527
## 71 3166.8358 147.288744 575.27909 0 832.218885 3166.8358
## 72 3482.0748 189.778974 633.60860 0 1072.299497 3482.0748
## 73 1088.5627 174.887254 614.57510 0 988.157490 3379.4274
## 74 2177.8079 60.003406 394.03628 0 339.034514 2177.8079
## 75 2916.4799 122.202728 529.28612 0 690.476509 2916.4799
## 76 1242.0739 271.204381 710.73623 0 1532.373767 3893.5418
## 77 1459.5665 637.117403 877.37341 0 3599.875452 4742.1472
## 78 1459.6903 765.592260 894.46072 0 4325.791089 4809.8317
## 79 1422.9170 383.708173 822.12788 0 2168.343949 4491.7228
## 80 1928.1727 43.505768 348.44350 0 245.852125 1928.1727
## 81 0.0000 276.207591 742.83947 0 1560.855624 4072.9913
## 82 832.5202 82.155105 462.80702 0 464.260440 2556.0231
## 83 1463.4066 1160.241418 943.43085 0 6556.551664 5006.7605
## 84 1061.4664 151.235350 596.02565 0 854.634536 3282.4511
## 85 2242.2068 60.843092 405.57150 0 343.825748 2242.2068
## 86 0.0000 165.364501 617.15985 0 934.478702 3397.0433
## 87 1655.5382 749.458243 992.14808 0 4235.701716 5366.9143
## 88 1525.9617 425.676527 881.69809 0 2405.789534 4817.1432
## 89 1404.4459 1530.305388 952.32362 0 8648.803611 4990.5642
## 90 1657.4993 782.343728 997.28147 0 4421.560112 5388.9264
## 91 5428.6122 883.453742 1008.02933 0 4993.002035 5428.6122
## 92 1638.1761 987.447583 1012.15495 0 5580.742438 5430.9108
## 93 2970.6714 108.466034 538.23336 0 613.015831 2970.6714
## 94 4849.6220 1629.071202 930.49660 0 9206.996855 4849.6220
## 95 0.0000 84.025379 496.72740 0 474.932820 2745.2895
## 96 1751.5691 850.237852 1053.56687 0 4805.760635 5693.5382
## 97 1730.0289 1052.190569 1066.08110 0 5947.248763 5724.2621
## 98 3177.8967 118.632507 575.74179 0 670.541110 3177.8967
## 99 5582.9548 711.531075 1028.87592 0 4021.754645 5582.9548
## 100 1600.1973 437.269768 921.80744 0 2471.559967 5040.4852
## 101 1652.6881 507.362120 958.73029 0 2867.739772 5232.2675
## 102 1743.0058 745.400018 1036.34300 0 4213.190527 5617.9517
## 103 3657.8555 156.645191 663.23706 0 885.475412 3657.8555
## 104 1828.9891 1048.629235 1115.84054 0 5927.634293 6007.3255
## 105 1744.2247 1350.745958 1104.98590 0 7635.423265 5890.5251
## 106 1754.1151 1230.586033 1096.36046 0 6956.189782 5865.0279
## 107 1808.9198 975.030538 1096.36271 0 5511.599583 5912.7959
## 108 1717.0944 537.614331 995.51505 0 3038.997041 5433.8941
## 109 5271.0102 1798.659934 1008.60427 0 10167.367025 5271.0102
## 110 1410.2088 1889.771312 986.31540 0 10682.396465 5130.0740
## 111 5488.7266 492.033190 1003.41192 0 2781.546623 5488.7266
## 112 6122.2339 895.175403 1130.56203 0 5060.577559 6122.2339
## 113 1860.0873 1200.079323 1146.71698 0 6784.250853 6156.5625
## 114 4284.6934 226.547643 778.14185 0 1280.712041 4284.6934
## 115 1894.8587 954.281927 1137.72246 0 5394.716712 6151.2855
## 116 1799.2357 1390.024466 1135.20597 0 7858.042790 6058.0064
## 117 1807.2613 1368.834671 1137.16225 0 7738.253302 6072.7377
## 118 1892.8334 875.738933 1127.71149 0 4950.699916 6109.9236
## 119 1698.3496 395.639338 966.51171 0 2236.759629 5302.8495
## 120 6400.6534 1233.490040 1190.75182 0 6973.575323 6400.6534
## 121 1272.2901 168.623404 709.89739 0 953.317798 3916.5766
## 122 935.6908 2837.111437 822.53724 0 16039.700089 4068.8197
## 123 1555.7928 2045.650923 1071.78596 0 11565.152803 5595.0384
## 124 1841.8394 1527.639012 1169.82732 0 8636.555926 6232.0838
## 125 1322.9337 2370.737441 981.27613 0 13403.039813 5034.1288
## 126 1971.4905 960.821806 1177.49566 0 5432.036758 6375.3877
## 127 1753.7846 26.377942 316.29374 0 149.136717 1753.7846
## 128 1637.4869 22.871402 295.26459 0 129.311293 1637.4869
## 129 2796.3250 71.600269 505.23864 0 404.816602 2796.3250
## 130 1863.7976 456.145541 1062.01408 0 2578.974785 5824.7710
## 131 5432.2112 367.509565 988.62991 0 2077.840987 5432.2112
## 132 2133.9102 1461.337226 1317.68977 0 8262.169687 7071.4529
## 133 2139.5681 1436.908780 1318.11653 0 8124.055117 7078.0708
## 134 2083.8634 1633.522187 1309.15831 0 9235.676241 6994.0998
## 135 1848.7280 2278.567323 1248.10311 0 12883.069119 6547.7259
## 136 1888.1570 2124.791519 1253.07731 0 12013.617383 6601.7561
## 137 2142.2757 1504.903745 1324.83723 0 8508.758448 7107.0196
## 138 2080.5021 1704.548078 1312.62929 0 9637.551842 7004.9071
## 139 1998.5959 1904.155117 1289.47948 0 10766.134376 6841.9720
## 140 1565.0269 445.872384 1057.33104 0 2386.682273 4905.4571
## 141 4836.2881 633.565094 1172.22773 0 3211.331228 4836.2881
## 142 4840.9559 1141.671314 1311.41948 0 5481.587428 4840.9559
## 143 4185.9125 666.322376 1217.53094 0 3045.192628 4185.9125
## 144 4235.4547 1174.909233 1355.56269 0 5098.396328 4235.4547
## 145 3941.0153 1399.407038 1370.81567 0 5771.133816 3941.0153
## 146 1128.8488 1373.994892 1370.10697 0 3612.465652 3675.0913
## 147 1047.3655 1450.512174 1371.52862 0 3648.618040 3431.6443
## 148 973.2273 1527.774398 1370.88986 0 3681.170065 3210.1171
## 149 927.3414 1424.914957 1371.28840 0 3293.210652 3043.0018
## 150 2683.4030 705.747664 1235.44183 0 1566.815704 2683.4030
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 39.490229 0.00000 0.0000 0 0
## 2 0 41.783874 0.00000 0.0000 0 0
## 3 0 82.871174 0.00000 0.0000 0 0
## 4 0 1.163898 0.00000 0.0000 0 0
## 5 0 11.484859 0.00000 0.0000 0 0
## 6 0 37.645491 0.00000 0.0000 0 0
## 7 0 52.246395 0.00000 0.0000 0 0
## 8 0 80.967142 0.00000 0.0000 0 0
## 9 0 18.382711 0.00000 0.0000 0 0
## 10 0 50.466801 0.00000 0.0000 0 0
## 11 0 38.097113 0.00000 0.0000 0 0
## 12 0 48.994859 0.00000 0.0000 0 0
## 13 0 73.559567 0.00000 0.0000 0 0
## 14 0 86.739470 0.00000 0.0000 0 0
## 15 0 10.981525 11.20325 133.1690 0 0
## 16 0 38.530697 42.85179 289.2808 0 0
## 17 0 128.483582 328.77783 640.3965 0 0
## 18 0 36.016909 46.38483 333.8449 0 0
## 19 0 48.107086 80.24800 437.8254 0 0
## 20 0 126.216126 0.00000 0.0000 0 0
## 21 0 106.373395 0.00000 0.0000 0 0
## 22 0 100.026126 0.00000 0.0000 0 0
## 23 0 34.081177 0.00000 0.0000 0 0
## 24 0 15.748311 0.00000 0.0000 0 0
## 25 0 0.974880 0.00000 0.0000 0 0
## 26 0 4.629600 0.00000 0.0000 0 0
## 27 0 156.063639 0.00000 0.0000 0 0
## 28 0 19.992062 20.43242 180.1580 0 0
## 29 0 82.782170 147.97938 481.8281 0 0
## 30 0 76.993163 0.00000 0.0000 0 0
## 31 0 63.675365 79.88617 326.7584 0 0
## 32 0 85.793327 137.92223 395.2353 0 0
## 33 0 240.753680 0.00000 0.0000 0 0
## 34 0 77.430164 0.00000 0.0000 0 0
## 35 0 134.580475 0.00000 0.0000 0 0
## 36 0 52.755698 0.00000 0.0000 0 0
## 37 0 2.161523 0.00000 0.0000 0 0
## 38 0 137.498169 0.00000 0.0000 0 0
## 39 0 125.437335 0.00000 0.0000 0 0
## 40 0 120.587051 0.00000 0.0000 0 0
## 41 0 42.207013 0.00000 0.0000 0 0
## 42 0 19.226031 0.00000 0.0000 0 0
## 43 0 1.860823 0.00000 0.0000 0 0
## 44 0 88.110756 0.00000 0.0000 0 0
## 45 0 68.779009 0.00000 0.0000 0 0
## 46 0 142.893430 0.00000 0.0000 0 0
## 47 0 73.947322 0.00000 0.0000 0 0
## 48 0 123.964862 0.00000 0.0000 0 0
## 49 0 179.383821 0.00000 0.0000 0 0
## 50 0 22.022516 26.92820 218.2904 0 0
## 51 0 131.520954 0.00000 0.0000 0 0
## 52 0 97.952093 0.00000 0.0000 0 0
## 53 0 68.430192 0.00000 0.0000 0 0
## 54 0 100.019120 0.00000 0.0000 0 0
## 55 0 107.419455 0.00000 0.0000 0 0
## 56 0 49.167706 0.00000 0.0000 0 0
## 57 0 1.288015 0.00000 0.0000 0 0
## 58 0 18.854912 0.00000 0.0000 0 0
## 59 0 34.341943 0.00000 0.0000 0 0
## 60 0 53.084658 0.00000 0.0000 0 0
## 61 0 73.663218 0.00000 0.0000 0 0
## 62 0 88.803021 0.00000 0.0000 0 0
## 63 0 66.183786 0.00000 0.0000 0 0
## 64 0 199.017565 0.00000 0.0000 0 0
## 65 0 81.431013 0.00000 0.0000 0 0
## 66 0 8.322212 0.00000 0.0000 0 0
## 67 0 3.193609 0.00000 0.0000 0 0
## 68 0 54.865161 0.00000 0.0000 0 0
## 69 0 66.436181 0.00000 0.0000 0 0
## 70 0 68.300337 0.00000 0.0000 0 0
## 71 0 91.157175 0.00000 0.0000 0 0
## 72 0 107.136799 0.00000 0.0000 0 0
## 73 0 106.035137 0.00000 0.0000 0 0
## 74 0 51.691666 0.00000 0.0000 0 0
## 75 0 80.462056 0.00000 0.0000 0 0
## 76 0 138.414633 0.00000 0.0000 0 0
## 77 0 240.091990 0.00000 0.0000 0 0
## 78 0 271.344151 0.00000 0.0000 0 0
## 79 0 173.004194 0.00000 0.0000 0 0
## 80 0 42.652751 0.00000 0.0000 0 0
## 81 0 130.802580 234.12834 610.9487 0 0
## 82 0 67.835155 0.00000 0.0000 0 0
## 83 0 357.497386 0.00000 0.0000 0 0
## 84 0 97.393392 0.00000 0.0000 0 0
## 85 0 52.617986 0.00000 0.0000 0 0
## 86 0 88.446371 140.17181 509.5565 0 0
## 87 0 266.486478 0.00000 0.0000 0 0
## 88 0 185.523434 0.00000 0.0000 0 0
## 89 0 428.863252 0.00000 0.0000 0 0
## 90 0 274.056293 0.00000 0.0000 0 0
## 91 0 292.458469 0.00000 0.0000 0 0
## 92 0 319.427808 0.00000 0.0000 0 0
## 93 0 76.598195 0.00000 0.0000 0 0
## 94 0 443.251193 0.00000 0.0000 0 0
## 95 0 60.757867 71.23992 411.7934 0 0
## 96 0 288.927874 0.00000 0.0000 0 0
## 97 0 332.028550 0.00000 0.0000 0 0
## 98 0 81.979640 0.00000 0.0000 0 0
## 99 0 253.240619 0.00000 0.0000 0 0
## 100 0 189.392348 0.00000 0.0000 0 0
## 101 0 207.849683 0.00000 0.0000 0 0
## 102 0 265.401550 0.00000 0.0000 0 0
## 103 0 98.335476 0.00000 0.0000 0 0
## 104 0 330.368935 0.00000 0.0000 0 0
## 105 0 389.865533 0.00000 0.0000 0 0
## 106 0 364.812415 0.00000 0.0000 0 0
## 107 0 313.499580 0.00000 0.0000 0 0
## 108 0 214.842024 0.00000 0.0000 0 0
## 109 0 465.105354 0.00000 0.0000 0 0
## 110 0 485.354280 0.00000 0.0000 0 0
## 111 0 199.569172 0.00000 0.0000 0 0
## 112 0 292.008902 0.00000 0.0000 0 0
## 113 0 357.698993 0.00000 0.0000 0 0
## 114 0 123.464648 0.00000 0.0000 0 0
## 115 0 308.689271 0.00000 0.0000 0 0
## 116 0 393.589952 0.00000 0.0000 0 0
## 117 0 389.658220 0.00000 0.0000 0 0
## 118 0 292.262203 0.00000 0.0000 0 0
## 119 0 179.246778 0.00000 0.0000 0 0
## 120 0 358.793957 0.00000 0.0000 0 0
## 121 0 108.390129 0.00000 0.0000 0 0
## 122 0 629.489427 0.00000 0.0000 0 0
## 123 0 505.284466 0.00000 0.0000 0 0
## 124 0 417.002829 0.00000 0.0000 0 0
## 125 0 557.574983 0.00000 0.0000 0 0
## 126 0 309.707879 0.00000 0.0000 0 0
## 127 0 34.529801 0.00000 0.0000 0 0
## 128 0 31.617487 0.00000 0.0000 0 0
## 129 0 63.266387 0.00000 0.0000 0 0
## 130 0 199.158737 0.00000 0.0000 0 0
## 131 0 170.390525 0.00000 0.0000 0 0
## 132 0 414.197063 0.00000 0.0000 0 0
## 133 0 409.684146 0.00000 0.0000 0 0
## 134 0 445.413474 0.00000 0.0000 0 0
## 135 0 553.670793 0.00000 0.0000 0 0
## 136 0 525.883274 0.00000 0.0000 0 0
## 137 0 419.420846 0.00000 0.0000 0 0
## 138 0 454.879464 0.00000 0.0000 0 0
## 139 0 489.156321 0.00000 0.0000 0 0
## 140 0 894.679343 0.00000 0.0000 0 0
## 141 0 1969.219718 0.00000 0.0000 0 0
## 142 0 3258.051625 0.00000 0.0000 0 0
## 143 0 3019.931224 0.00000 0.0000 0 0
## 144 0 4480.531107 0.00000 0.0000 0 0
## 145 0 5362.599155 0.00000 0.0000 0 0
## 146 0 4955.113129 0.00000 0.0000 0 0
## 147 0 5399.828758 0.00000 0.0000 0 0
## 148 0 5720.520809 0.00000 0.0000 0 0
## 149 0 5626.017842 0.00000 0.0000 0 0
## 150 0 5662.018694 0.00000 0.0000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.659831 1 1 4.438761 0 1
## 2 0 0.659831 1 1 4.438761 0 1
## 3 0 0.659831 1 1 4.438761 0 1
## 4 0 0.659831 1 1 4.438761 0 1
## 5 0 0.659831 1 1 4.438761 0 1
## 6 0 0.659831 1 1 4.438761 0 1
## 7 0 0.659831 1 1 4.438761 0 1
## 8 0 0.659831 1 1 4.438761 0 1
## 9 0 0.659831 1 1 4.438761 0 1
## 10 0 0.659831 1 1 4.438761 0 1
## 11 0 0.659831 1 1 4.438761 0 1
## 12 0 0.659831 1 1 4.438761 0 1
## 13 0 0.659831 1 1 4.438761 0 1
## 14 0 0.659831 1 1 4.438761 0 1
## 15 0 0.000000 1 1 0.100000 0 1
## 16 0 0.000000 1 1 0.100000 0 1
## 17 0 0.000000 1 1 0.100000 0 1
## 18 0 0.000000 1 1 0.100000 0 1
## 19 0 0.000000 1 1 0.100000 0 1
## 20 0 0.659831 1 1 4.438761 0 1
## 21 0 0.659831 1 1 4.438761 0 1
## 22 0 0.659831 1 1 4.438761 0 1
## 23 0 0.659831 1 1 4.438761 0 1
## 24 0 0.659831 1 1 4.438761 0 1
## 25 0 0.659831 1 1 4.438761 0 1
## 26 0 0.659831 1 1 4.438761 0 1
## 27 0 0.659831 1 1 4.438761 0 1
## 28 0 0.000000 1 1 0.100000 0 1
## 29 0 0.000000 1 1 0.100000 0 1
## 30 0 0.659831 1 1 4.438761 0 1
## 31 0 0.000000 1 1 0.100000 0 1
## 32 0 0.000000 1 1 0.100000 0 1
## 33 0 0.659831 1 1 4.438761 0 1
## 34 0 0.659831 1 1 4.438761 0 1
## 35 0 0.659831 1 1 4.438761 0 1
## 36 0 0.659831 1 1 4.438761 0 1
## 37 0 0.659831 1 1 4.438761 0 1
## 38 0 0.659831 1 1 4.438761 0 1
## 39 0 0.659831 1 1 4.438761 0 1
## 40 0 0.659831 1 1 4.438761 0 1
## 41 0 0.659831 1 1 4.438761 0 1
## 42 0 0.659831 1 1 4.438761 0 1
## 43 0 0.659831 1 1 4.438761 0 1
## 44 0 0.659831 1 1 4.438761 0 1
## 45 0 0.659831 1 1 4.438761 0 1
## 46 0 0.659831 1 1 4.438761 0 1
## 47 0 0.659831 1 1 4.438761 0 1
## 48 0 0.659831 1 1 4.438761 0 1
## 49 0 0.659831 1 1 4.438761 0 1
## 50 0 0.000000 1 1 0.100000 0 1
## 51 0 0.659831 1 1 4.438761 0 1
## 52 0 0.659831 1 1 4.438761 0 1
## 53 0 0.659831 1 1 4.438761 0 1
## 54 0 0.659831 1 1 4.438761 0 1
## 55 0 0.659831 1 1 4.438761 0 1
## 56 0 0.659831 1 1 4.438761 0 1
## 57 0 0.659831 1 1 4.438761 0 1
## 58 0 0.659831 1 1 4.438761 0 1
## 59 0 0.659831 1 1 4.438761 0 1
## 60 0 0.659831 1 1 4.438761 0 1
## 61 0 0.659831 1 1 4.438761 0 1
## 62 0 0.659831 1 1 4.438761 0 1
## 63 0 0.659831 1 1 4.438761 0 1
## 64 0 0.659831 1 1 4.438761 0 1
## 65 0 0.659831 1 1 4.438761 0 1
## 66 0 0.659831 1 1 4.438761 0 1
## 67 0 0.659831 1 1 4.438761 0 1
## 68 0 0.659831 1 1 4.438761 0 1
## 69 0 0.659831 1 1 4.438761 0 1
## 70 0 0.659831 1 1 4.438761 0 1
## 71 0 0.659831 1 1 4.438761 0 1
## 72 0 0.659831 1 1 4.438761 0 1
## 73 0 0.659831 1 1 4.438761 0 1
## 74 0 0.659831 1 1 4.438761 0 1
## 75 0 0.659831 1 1 4.438761 0 1
## 76 0 0.659831 1 1 4.438761 0 1
## 77 0 0.659831 1 1 4.438761 0 1
## 78 0 0.659831 1 1 4.438761 0 1
## 79 0 0.659831 1 1 4.438761 0 1
## 80 0 0.659831 1 1 4.438761 0 1
## 81 0 0.000000 1 1 0.100000 0 1
## 82 0 0.659831 1 1 4.438761 0 1
## 83 0 0.659831 1 1 4.438761 0 1
## 84 0 0.659831 1 1 4.438761 0 1
## 85 0 0.659831 1 1 4.438761 0 1
## 86 0 0.000000 1 1 0.100000 0 1
## 87 0 0.659831 1 1 4.438761 0 1
## 88 0 0.659831 1 1 4.438761 0 1
## 89 0 0.659831 1 1 4.438761 0 1
## 90 0 0.659831 1 1 4.438761 0 1
## 91 0 0.659831 1 1 4.438761 0 1
## 92 0 0.659831 1 1 4.438761 0 1
## 93 0 0.659831 1 1 4.438761 0 1
## 94 0 0.659831 1 1 4.438761 0 1
## 95 0 0.000000 1 1 0.100000 0 1
## 96 0 0.659831 1 1 4.438761 0 1
## 97 0 0.659831 1 1 4.438761 0 1
## 98 0 0.659831 1 1 4.438761 0 1
## 99 0 0.659831 1 1 4.438761 0 1
## 100 0 0.659831 1 1 4.438761 0 1
## 101 0 0.659831 1 1 4.438761 0 1
## 102 0 0.659831 1 1 4.438761 0 1
## 103 0 0.659831 1 1 4.438761 0 1
## 104 0 0.659831 1 1 4.438761 0 1
## 105 0 0.659831 1 1 4.438761 0 1
## 106 0 0.659831 1 1 4.438761 0 1
## 107 0 0.659831 1 1 4.438761 0 1
## 108 0 0.659831 1 1 4.438761 0 1
## 109 0 0.659831 1 1 4.438761 0 1
## 110 0 0.659831 1 1 4.438761 0 1
## 111 0 0.659831 1 1 4.438761 0 1
## 112 0 0.659831 1 1 4.438761 0 1
## 113 0 0.659831 1 1 4.438761 0 1
## 114 0 0.659831 1 1 4.438761 0 1
## 115 0 0.659831 1 1 4.438761 0 1
## 116 0 0.659831 1 1 4.438761 0 1
## 117 0 0.659831 1 1 4.438761 0 1
## 118 0 0.659831 1 1 4.438761 0 1
## 119 0 0.659831 1 1 4.438761 0 1
## 120 0 0.659831 1 1 4.438761 0 1
## 121 0 0.659831 1 1 4.438761 0 1
## 122 0 0.659831 1 1 4.438761 0 1
## 123 0 0.659831 1 1 4.438761 0 1
## 124 0 0.659831 1 1 4.438761 0 1
## 125 0 0.659831 1 1 4.438761 0 1
## 126 0 0.659831 1 1 4.438761 0 1
## 127 0 0.659831 1 1 4.438761 0 1
## 128 0 0.659831 1 1 4.438761 0 1
## 129 0 0.659831 1 1 4.438761 0 1
## 130 0 0.659831 1 1 4.438761 0 1
## 131 0 0.659831 1 1 4.438761 0 1
## 132 0 0.659831 1 1 4.438761 0 1
## 133 0 0.659831 1 1 4.438761 0 1
## 134 0 0.659831 1 1 4.438761 0 1
## 135 0 0.659831 1 1 4.438761 0 1
## 136 0 0.659831 1 1 4.438761 0 1
## 137 0 0.659831 1 1 4.438761 0 1
## 138 0 0.659831 1 1 4.438761 0 1
## 139 0 0.659831 1 1 4.438761 0 1
## 140 0 0.659831 1 1 4.438761 0 1
## 141 0 0.659831 1 1 4.438761 0 1
## 142 0 0.659831 1 1 4.438761 0 1
## 143 0 0.659831 1 1 4.438761 0 1
## 144 0 0.659831 1 1 4.438761 0 1
## 145 0 0.659831 1 1 4.438761 0 1
## 146 0 0.659831 1 1 4.438761 0 1
## 147 0 0.659831 1 1 4.438761 0 1
## 148 0 0.659831 1 1 4.438761 0 1
## 149 0 0.659831 1 1 4.438761 0 1
## 150 0 0.659831 1 1 4.438761 0 1
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 1.594160 0.0000 9.060605 0 0.000000 0.0000
## 2 1.594180 0.0000 9.060605 0 0.000000 0.0000
## 3 1.594201 0.0000 9.060605 0 0.000000 2026.1447
## 4 1.594222 0.0000 9.060605 0 0.000000 0.0000
## 5 1.594243 0.0000 9.060605 0 0.000000 370.0616
## 6 1.594261 0.0000 9.060605 0 0.000000 0.0000
## 7 1.594280 0.0000 9.060605 0 0.000000 0.0000
## 8 1.594298 0.0000 9.060605 0 0.000000 1984.9579
## 9 1.594317 0.0000 9.060605 0 0.000000 508.3823
## 10 1.594335 0.0000 9.060605 0 0.000000 1299.7671
## 11 1.594353 0.0000 9.060605 0 0.000000 1005.2712
## 12 1.594372 0.0000 9.060605 0 0.000000 1265.3039
## 13 1.594390 0.0000 9.060605 0 0.000000 1823.1081
## 14 1.594409 0.0000 9.060605 0 0.000000 2109.3233
## 15 1.594427 0.0000 9.060605 0 0.850000 0.0000
## 16 1.594446 0.0000 9.060605 0 0.799000 0.0000
## 17 1.594464 0.0000 9.060605 0 0.774906 0.0000
## 18 1.594482 0.0000 9.060605 0 0.756135 0.0000
## 19 1.594501 0.0000 9.060605 0 0.740238 0.0000
## 20 1.594519 0.0000 9.060605 0 0.000000 2941.6372
## 21 1.594538 0.0000 9.060605 0 0.000000 2535.0093
## 22 1.594556 0.0000 9.060605 0 0.000000 2402.1201
## 23 1.594574 0.0000 9.060605 0 0.000000 0.0000
## 24 1.594593 0.0000 9.060605 0 0.000000 440.9575
## 25 1.594611 0.0000 9.060605 0 0.000000 0.0000
## 26 1.594628 0.0000 9.060605 0 0.000000 0.0000
## 27 0.393265 139.4779 9.060605 0 0.000000 0.0000
## 28 0.574426 0.0000 9.060605 0 0.850000 0.0000
## 29 0.692400 0.0000 9.060605 0 0.799000 0.0000
## 30 0.773489 0.0000 9.060605 0 0.000000 1924.6937
## 31 0.833627 0.0000 9.060605 0 0.850000 0.0000
## 32 0.880836 0.0000 9.060605 0 0.850000 0.0000
## 33 0.919197 0.0000 9.060605 0 0.000000 5254.4548
## 34 0.951397 0.0000 9.060605 0 0.000000 1952.0194
## 35 0.979073 0.0000 9.060605 0 0.000000 3184.2915
## 36 1.003309 0.0000 9.060605 0 0.000000 1378.3936
## 37 1.024842 0.0000 9.060605 0 0.000000 0.0000
## 38 1.044197 0.0000 9.060605 0 0.000000 0.0000
## 39 1.061763 0.0000 9.060605 0 0.000000 3055.2612
## 40 1.077834 0.0000 9.060605 0 0.000000 2950.2685
## 41 1.092636 0.0000 9.060605 0 0.000000 1134.6734
## 42 1.106346 0.0000 9.060605 0 0.000000 0.0000
## 43 1.119117 0.0000 9.060605 0 0.000000 0.0000
## 44 1.131053 0.0000 9.060605 0 0.000000 2243.6184
## 45 1.142258 0.0000 9.060605 0 0.000000 1780.2031
## 46 1.152812 0.0000 9.060605 0 0.000000 3427.8831
## 47 1.162781 0.0000 9.060605 0 0.000000 0.0000
## 48 1.172229 0.0000 9.060605 0 0.000000 3077.7240
## 49 1.181202 0.0000 9.060605 0 0.000000 4272.8714
## 50 1.189743 0.0000 9.060605 0 0.850000 0.0000
## 51 1.197888 0.0000 9.060605 0 0.000000 3244.8900
## 52 1.205672 0.0000 9.060605 0 0.000000 0.0000
## 53 1.213122 0.0000 9.060605 0 0.000000 0.0000
## 54 1.220266 0.0000 9.060605 0 0.000000 2537.3773
## 55 1.227124 0.0000 9.060605 0 0.000000 2750.0482
## 56 1.233719 0.0000 9.060605 0 0.000000 0.0000
## 57 1.240067 0.0000 9.060605 0 0.000000 0.0000
## 58 1.246183 0.0000 9.060605 0 0.000000 0.0000
## 59 1.252086 0.0000 9.060605 0 0.000000 0.0000
## 60 1.257787 0.0000 9.060605 0 0.000000 1434.7334
## 61 1.263299 0.0000 9.060605 0 0.000000 0.0000
## 62 1.268633 0.0000 9.060605 0 0.000000 2311.3858
## 63 1.273798 0.0000 9.060605 0 0.000000 0.0000
## 64 1.278805 0.0000 9.060605 0 0.000000 0.0000
## 65 1.283662 0.0000 9.060605 0 0.000000 0.0000
## 66 1.288377 0.0000 9.060605 0 0.000000 0.0000
## 67 1.292957 0.0000 9.060605 0 0.000000 0.0000
## 68 1.297409 0.0000 9.060605 0 0.000000 1501.2552
## 69 1.301739 0.0000 9.060605 0 0.000000 1797.6206
## 70 1.305953 0.0000 9.060605 0 0.000000 0.0000
## 71 1.310057 0.0000 9.060605 0 0.000000 0.0000
## 72 1.314053 0.0000 9.060605 0 0.000000 0.0000
## 73 1.317949 0.0000 9.060605 0 0.000000 2842.2637
## 74 1.321749 0.0000 9.060605 0 0.000000 0.0000
## 75 1.325457 0.0000 9.060605 0 0.000000 0.0000
## 76 1.329076 0.0000 9.060605 0 0.000000 3641.2501
## 77 1.332609 0.0000 9.060605 0 0.000000 6048.2538
## 78 1.336061 0.0000 9.060605 0 0.000000 6762.3702
## 79 1.339435 0.0000 9.060605 0 0.000000 4571.1431
## 80 1.342733 0.0000 9.060605 0 0.000000 0.0000
## 81 1.345959 0.0000 9.060605 0 0.850000 0.0000
## 82 1.349116 0.0000 9.060605 0 0.000000 1885.7350
## 83 1.352206 0.0000 9.060605 0 0.000000 8943.5744
## 84 1.355230 0.0000 9.060605 0 0.000000 2661.9107
## 85 1.358192 0.0000 9.060605 0 0.000000 0.0000
## 86 1.361094 0.0000 9.060605 0 0.850000 0.0000
## 87 1.363937 0.0000 9.060605 0 0.000000 6986.8162
## 88 1.366725 0.0000 9.060605 0 0.000000 4974.6778
## 89 1.369458 0.0000 9.060605 0 0.000000 10870.9851
## 90 1.372138 0.0000 9.060605 0 0.000000 7171.9386
## 91 1.374767 0.0000 9.060605 0 0.000000 0.0000
## 92 1.377347 0.0000 9.060605 0 0.000000 8272.3118
## 93 1.379879 0.0000 9.060605 0 0.000000 0.0000
## 94 1.382365 0.0000 9.060605 0 0.000000 0.0000
## 95 1.384806 0.0000 9.060605 0 0.850000 0.0000
## 96 1.387203 0.0000 9.060605 0 0.000000 7697.7999
## 97 1.389559 0.0000 9.060605 0 0.000000 8774.3309
## 98 1.391873 0.0000 9.060605 0 0.000000 0.0000
## 99 1.394144 0.0000 9.060605 0 0.000000 0.0000
## 100 1.396374 0.0000 9.060605 0 0.000000 5160.6434
## 101 1.398564 0.0000 9.060605 0 0.000000 5637.3184
## 102 1.400716 0.0000 9.060605 0 0.000000 7105.0222
## 103 1.402830 0.0000 9.060605 0 0.000000 0.0000
## 104 1.404908 0.0000 9.060605 0 0.000000 8912.4747
## 105 1.406950 0.0000 9.060605 0 0.000000 10429.1288
## 106 1.408958 0.0000 9.060605 0 0.000000 9784.9808
## 107 1.410929 0.0000 9.060605 0 0.000000 8473.0361
## 108 1.412865 0.0000 9.060605 0 0.000000 5908.5076
## 109 1.414765 0.0000 9.060605 0 0.000000 0.0000
## 110 1.416632 0.0000 9.060605 0 0.000000 12821.0146
## 111 1.418466 0.0000 9.060605 0 0.000000 0.0000
## 112 1.420269 0.0000 9.060605 0 0.000000 0.0000
## 113 1.422040 0.0000 9.060605 0 0.000000 9786.6448
## 114 1.423782 0.0000 9.060605 0 0.000000 0.0000
## 115 1.425496 0.0000 9.060605 0 0.000000 8496.5433
## 116 1.427182 0.0000 9.060605 0 0.000000 10725.2086
## 117 1.428840 0.0000 9.060605 0 0.000000 10622.6306
## 118 1.430473 0.0000 9.060605 0 0.000000 8061.7277
## 119 1.432080 0.0000 9.060605 0 0.000000 5087.2987
## 120 1.433662 0.0000 9.060605 0 0.000000 0.0000
## 121 1.434793 0.0000 9.060605 0 0.000000 3110.6149
## 122 1.435916 0.0000 9.060605 0 0.000000 17161.9770
## 123 1.437030 0.0000 9.060605 0 0.000000 13888.3793
## 124 1.438134 0.0000 9.060605 0 0.000000 11539.9364
## 125 1.439230 0.0000 9.060605 0 0.000000 15270.5180
## 126 1.440317 0.0000 9.060605 0 0.000000 8655.1915
## 127 1.441395 0.0000 9.060605 0 0.000000 0.0000
## 128 1.442465 0.0000 9.060605 0 0.000000 0.0000
## 129 1.443527 0.0000 9.060605 0 0.000000 0.0000
## 130 1.444579 0.0000 9.060605 0 0.000000 5699.5736
## 131 1.445623 0.0000 9.060605 0 0.000000 0.0000
## 132 1.446659 0.0000 9.060605 0 0.000000 11666.3501
## 133 1.447686 0.0000 9.060605 0 0.000000 11542.3452
## 134 1.448705 0.0000 9.060605 0 0.000000 12522.9350
## 135 1.449715 0.0000 9.060605 0 0.000000 15638.9875
## 136 1.450717 0.0000 9.060605 0 0.000000 14865.6791
## 137 1.451710 0.0000 9.060605 0 0.000000 11911.9246
## 138 1.452696 0.0000 9.060605 0 0.000000 12897.7110
## 139 1.453674 0.0000 9.060605 0 0.000000 13848.6999
## 140 1.454643 0.0000 9.060605 0 0.000000 4997.8985
## 141 1.455604 0.0000 9.060605 0 0.000000 0.0000
## 142 1.456558 0.0000 9.060605 0 0.000000 0.0000
## 143 1.457503 0.0000 9.060605 0 0.000000 0.0000
## 144 1.458440 0.0000 9.060605 0 0.000000 0.0000
## 145 1.459370 0.0000 9.060605 0 0.000000 0.0000
## 146 1.460292 0.0000 9.060605 0 0.000000 5429.9524
## 147 1.461206 0.0000 9.060605 0 0.000000 5324.8706
## 148 1.462113 0.0000 9.060605 0 0.000000 5228.9312
## 149 1.463012 0.0000 9.060605 0 0.000000 4775.2498
## 150 1.463904 0.0000 9.060605 0 0.000000 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
## 1 264.887316 1580.1090 0.000000 0.000000 0.000000 0
## 2 288.695192 1629.4969 0.000000 0.000000 0.000000 0
## 3 744.193748 2335.2607 0.000497 0.000000 0.000000 0
## 4 3.298442 189.1126 0.000000 0.000000 0.000000 0
## 5 32.711162 596.5787 0.000221 0.000000 0.000000 0
## 6 246.991923 1525.5836 0.000000 0.000000 0.000000 0
## 7 404.174570 1868.2581 0.000000 0.000000 0.000000 0
## 8 717.469152 2306.8984 0.000386 0.000000 0.000000 0
## 9 59.340680 795.8351 0.000176 0.000000 0.000000 0
## 10 334.990565 1732.7082 0.000299 0.000000 0.000000 0
## 11 209.673732 1421.5405 0.000276 0.000000 0.000000 0
## 12 319.036690 1698.4175 0.000284 0.000000 0.000000 0
## 13 616.393300 2188.9480 0.000347 0.000000 0.000000 0
## 14 799.381736 2390.5354 0.000361 0.000000 0.000000 0
## 15 74.688353 887.7936 0.000000 1.670976 0.000000 0
## 16 213.192994 1439.2082 0.000005 3.844128 -1.085544 0
## 17 1460.625664 2845.0204 0.000008 11.217296 -3.664276 0
## 18 190.206738 1368.9724 0.000006 4.400807 -1.612976 0
## 19 308.928417 1685.4840 0.000000 5.996220 -1.759129 0
## 20 1421.952849 2828.4251 0.000299 0.000000 0.000000 0
## 21 1096.097397 2650.4238 0.000279 0.000000 0.000000 0
## 22 997.025759 2580.0287 0.000325 0.000000 0.000000 0
## 23 209.066910 1454.7465 0.000000 0.000000 0.000000 0
## 24 43.794092 702.9979 0.000223 0.000000 0.000000 0
## 25 1.817753 142.6660 0.000000 0.000000 0.000000 0
## 26 15.707690 424.3387 0.000000 0.000000 0.000000 0
## 27 2030.129407 3097.3727 0.000000 0.000000 0.000000 0
## 28 136.216133 1201.0533 0.000000 2.321648 0.000000 0
## 29 736.215815 2397.1546 0.000000 7.289438 -2.524123 0
## 30 656.041988 2303.1261 0.000291 0.000000 0.000000 0
## 31 532.574431 2178.3896 0.000000 4.706535 0.000000 0
## 32 919.481552 2634.9022 0.000000 6.170805 0.000000 0
## 33 3666.472465 3203.5104 0.000452 0.000000 0.000000 0
## 34 656.027556 2351.7911 0.000352 0.000000 0.000000 0
## 35 1556.387750 3036.4399 0.000456 0.000000 0.000000 0
## 36 350.327204 1846.4739 0.000363 0.000000 0.000000 0
## 37 8.425679 315.9768 0.000000 0.000000 0.000000 0
## 38 1685.752949 3086.7584 0.000000 0.000000 0.000000 0
## 39 1393.221956 3080.5852 0.000385 0.000000 0.000000 0
## 40 1310.710753 3031.6438 0.000396 0.000000 0.000000 0
## 41 236.443849 1605.8711 0.000272 0.000000 0.000000 0
## 42 85.809560 1011.2662 0.000000 0.000000 0.000000 0
## 43 6.021164 272.8282 0.000000 0.000000 0.000000 0
## 44 809.101678 2613.9393 0.000341 0.000000 0.000000 0
## 45 535.239341 2249.4719 0.000252 0.000000 0.000000 0
## 46 1701.606639 3228.7216 0.000413 0.000000 0.000000 0
## 47 656.111028 2493.7774 0.000000 0.000000 0.000000 0
## 48 1367.335418 3164.9295 0.000320 0.000000 0.000000 0
## 49 2409.479007 3554.6695 0.000388 0.000000 0.000000 0
## 50 179.521319 1455.2697 0.000000 2.838179 0.000000 0
## 51 1499.382205 3241.9662 0.000380 0.000000 0.000000 0
## 52 1010.080731 2894.2482 0.000000 0.000000 0.000000 0
## 53 581.895981 2384.1551 0.000000 0.000000 0.000000 0
## 54 974.106029 2860.7537 0.000371 0.000000 0.000000 0
## 55 1082.369568 3058.5600 0.000379 0.000000 0.000000 0
## 56 341.632640 1980.8229 0.000000 0.000000 0.000000 0
## 57 4.116399 235.7317 0.000000 0.000000 0.000000 0
## 58 78.704646 1018.7959 0.000000 0.000000 0.000000 0
## 59 195.217459 1552.1054 0.000000 0.000000 0.000000 0
## 60 336.927440 1969.2646 0.000312 0.000000 0.000000 0
## 61 642.811230 2551.2226 0.000000 0.000000 0.000000 0
## 62 795.595636 2757.8776 0.000389 0.000000 0.000000 0
## 63 532.278269 2470.0880 0.000000 0.000000 0.000000 0
## 64 2922.648588 4041.1227 0.000000 0.000000 0.000000 0
## 65 738.723134 2800.9021 0.000000 0.000000 0.000000 0
## 66 24.731299 600.5451 0.000000 0.000000 0.000000 0
## 67 9.320605 368.7848 0.000000 0.000000 0.000000 0
## 68 346.715302 2070.9162 0.000320 0.000000 0.000000 0
## 69 480.998867 2371.8971 0.000343 0.000000 0.000000 0
## 70 559.180807 2518.6527 0.000000 0.000000 0.000000 0
## 71 832.218885 3166.8358 0.000000 0.000000 0.000000 0
## 72 1072.299497 3482.0748 0.000000 0.000000 0.000000 0
## 73 988.157490 3379.4274 0.000356 0.000000 0.000000 0
## 74 339.034514 2177.8079 0.000000 0.000000 0.000000 0
## 75 690.476509 2916.4799 0.000000 0.000000 0.000000 0
## 76 1532.373767 3893.5418 0.000376 0.000000 0.000000 0
## 77 3599.875452 4742.1472 0.000516 0.000000 0.000000 0
## 78 4325.791089 4809.8317 0.000568 0.000000 0.000000 0
## 79 2168.343949 4491.7228 0.000453 0.000000 0.000000 0
## 80 245.852125 1928.1727 0.000000 0.000000 0.000000 0
## 81 1560.855624 4072.9913 0.000000 9.780984 0.000000 0
## 82 464.260440 2556.0231 0.000187 0.000000 0.000000 0
## 83 6556.551664 5006.7605 0.000508 0.000000 0.000000 0
## 84 854.634536 3282.4511 0.000312 0.000000 0.000000 0
## 85 343.825748 2242.2068 0.000000 0.000000 0.000000 0
## 86 934.478702 3397.0433 0.000000 7.520004 0.000000 0
## 87 4235.701716 5366.9143 0.000412 0.000000 0.000000 0
## 88 2405.789534 4817.1432 0.000303 0.000000 0.000000 0
## 89 8648.803611 4990.5642 0.000632 0.000000 0.000000 0
## 90 4421.560112 5388.9264 0.000559 0.000000 0.000000 0
## 91 4993.002035 5428.6122 0.000000 0.000000 0.000000 0
## 92 5580.742438 5430.9108 0.000627 0.000000 0.000000 0
## 93 613.015831 2970.6714 0.000000 0.000000 0.000000 0
## 94 9206.996855 4849.6220 0.000000 0.000000 0.000000 0
## 95 474.932820 2745.2895 0.000000 5.590664 0.000000 0
## 96 4805.760635 5693.5382 0.000416 0.000000 0.000000 0
## 97 5947.248763 5724.2621 0.000501 0.000000 0.000000 0
## 98 670.541110 3177.8967 0.000000 0.000000 0.000000 0
## 99 4021.754645 5582.9548 0.000000 0.000000 0.000000 0
## 100 2471.559967 5040.4852 0.000353 0.000000 0.000000 0
## 101 2867.739772 5232.2675 0.000398 0.000000 0.000000 0
## 102 4213.190527 5617.9517 0.000551 0.000000 0.000000 0
## 103 885.475412 3657.8555 0.000000 0.000000 0.000000 0
## 104 5927.634293 6007.3255 0.000532 0.000000 0.000000 0
## 105 7635.423265 5890.5251 0.000579 0.000000 0.000000 0
## 106 6956.189782 5865.0279 0.000637 0.000000 0.000000 0
## 107 5511.599583 5912.7959 0.000615 0.000000 0.000000 0
## 108 3038.997041 5433.8941 0.000493 0.000000 0.000000 0
## 109 10167.367025 5271.0102 0.000000 0.000000 0.000000 0
## 110 10682.396465 5130.0740 0.000667 0.000000 0.000000 0
## 111 2781.546623 5488.7266 0.000000 0.000000 0.000000 0
## 112 5060.577559 6122.2339 0.000000 0.000000 0.000000 0
## 113 6784.250853 6156.5625 0.000485 0.000000 0.000000 0
## 114 1280.712041 4284.6934 0.000000 0.000000 0.000000 0
## 115 5394.716712 6151.2855 0.000505 0.000000 0.000000 0
## 116 7858.042790 6058.0064 0.000581 0.000000 0.000000 0
## 117 7738.253302 6072.7377 0.000648 0.000000 0.000000 0
## 118 4950.699916 6109.9236 0.000550 0.000000 0.000000 0
## 119 2236.759629 5302.8495 0.000398 0.000000 0.000000 0
## 120 6973.575323 6400.6534 0.000000 0.000000 0.000000 0
## 121 953.317798 3916.5766 0.000197 0.000000 0.000000 0
## 122 16039.700089 4068.8197 0.000791 0.000000 0.000000 0
## 123 11565.152803 5595.0384 0.000803 0.000000 0.000000 0
## 124 8636.555926 6232.0838 0.000584 0.000000 0.000000 0
## 125 13403.039813 5034.1288 0.000744 0.000000 0.000000 0
## 126 5432.036758 6375.3877 0.000520 0.000000 0.000000 0
## 127 149.136717 1753.7846 0.000000 0.000000 0.000000 0
## 128 129.311293 1637.4869 0.000000 0.000000 0.000000 0
## 129 404.816602 2796.3250 0.000000 0.000000 0.000000 0
## 130 2578.974785 5824.7710 0.000403 0.000000 0.000000 0
## 131 2077.840987 5432.2112 0.000000 0.000000 0.000000 0
## 132 8262.169687 7071.4529 0.000627 0.000000 0.000000 0
## 133 8124.055117 7078.0708 0.000652 0.000000 0.000000 0
## 134 9235.676241 6994.0998 0.000627 0.000000 0.000000 0
## 135 12883.069119 6547.7259 0.000781 0.000000 0.000000 0
## 136 12013.617383 6601.7561 0.000813 0.000000 0.000000 0
## 137 8508.758448 7107.0196 0.000708 0.000000 0.000000 0
## 138 9637.551842 7004.9071 0.000751 0.000000 0.000000 0
## 139 10766.134376 6841.9720 0.000798 0.000000 0.000000 0
## 140 2386.682273 4905.4571 0.000436 0.000000 0.000000 0
## 141 3211.331228 4836.2881 0.000000 0.000000 0.000000 0
## 142 5481.587428 4840.9559 0.000000 0.000000 0.000000 0
## 143 3045.192628 4185.9125 0.000000 0.000000 0.000000 0
## 144 5098.396328 4235.4547 0.000000 0.000000 0.000000 0
## 145 5771.133816 3941.0153 0.000000 0.000000 0.000000 0
## 146 3612.465652 3675.0913 0.000681 0.000000 0.000000 0
## 147 3648.618040 3431.6443 0.000707 0.000000 0.000000 0
## 148 3681.170065 3210.1171 0.000727 0.000000 0.000000 0
## 149 3293.210652 3043.0018 0.000710 0.000000 0.000000 0
## 150 1566.815704 2683.4030 0.000000 0.000000 0.000000 0
## snow_Qrain snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 4.364392 0.001000 0 0.000002 2018 351
## 2 0.000000 0.000000 4.340034 0.001000 0 0.000002 2018 352
## 3 0.000000 0.000000 0.000000 0.001000 0 0.000541 2018 353
## 4 0.000000 0.000000 2.656139 0.001000 0 0.000001 2018 354
## 5 0.000000 0.000000 1.697886 0.001000 0 0.000265 2018 355
## 6 0.000000 0.000000 4.355007 0.001000 0 0.000002 2018 356
## 7 0.000000 0.000000 4.349461 0.001000 0 0.000002 2018 357
## 8 0.000000 0.000000 0.000000 0.001000 0 0.000430 2018 358
## 9 0.000000 0.000000 0.000000 0.001000 0 0.000176 2018 359
## 10 0.000000 0.000000 0.000000 0.001000 0 0.000299 2018 360
## 11 0.000000 0.000000 0.000000 0.001000 0 0.000276 2018 361
## 12 0.000000 0.000000 0.000000 0.001000 0 0.000284 2018 362
## 13 0.000000 0.000000 0.000000 0.001000 0 0.000347 2018 363
## 14 0.000000 0.000000 0.000000 0.001000 0 0.000361 2018 364
## 15 0.000000 1.670976 0.000000 -5.526965 1 0.000004 2018 365
## 16 0.000000 2.758583 0.000000 -10.000000 2 0.000041 2018 1
## 17 0.000000 7.553020 0.000000 -10.000000 3 0.000130 2018 2
## 18 0.000000 2.787831 0.000000 -10.000000 4 0.000060 2018 3
## 19 0.000000 4.237091 0.000000 0.001000 0 0.000059 2018 4
## 20 0.000000 0.000000 0.000000 0.001000 0 0.000343 2018 5
## 21 0.000000 0.000000 0.000000 0.001000 0 0.000279 2018 6
## 22 0.000000 0.000000 0.000000 0.001000 0 0.000325 2018 7
## 23 0.000000 0.000000 4.376720 0.001000 0 0.000002 2018 8
## 24 0.000000 0.000000 0.000000 0.001000 0 0.000267 2018 9
## 25 0.000000 0.000000 1.870742 0.001000 0 0.000001 2018 10
## 26 0.000000 0.000000 4.344726 0.001000 0 0.000002 2018 11
## 27 0.000000 0.000000 4.360723 0.001000 0 0.000002 2018 12
## 28 0.000000 2.321648 0.000000 -5.076965 1 0.000004 2018 13
## 29 0.000000 4.765315 0.000000 0.001000 0 0.000084 2018 14
## 30 0.000000 0.000000 0.000000 0.001000 0 0.000335 2018 15
## 31 2.691592 4.706535 4.382606 0.001000 0 0.000002 2018 16
## 32 0.000000 6.170805 0.000000 0.001000 0 0.000004 2018 17
## 33 0.000000 0.000000 0.000000 0.001000 0 0.000496 2018 18
## 34 0.000000 0.000000 0.000000 0.001000 0 0.000352 2018 19
## 35 0.000000 0.000000 0.000000 0.001000 0 0.000456 2018 20
## 36 0.000000 0.000000 0.000000 0.001000 0 0.000363 2018 21
## 37 0.000000 0.000000 4.352533 0.001000 0 0.000002 2018 22
## 38 0.000000 0.000000 4.365629 0.001000 0 0.000002 2018 23
## 39 0.000000 0.000000 0.000000 0.001000 0 0.000429 2018 24
## 40 0.000000 0.000000 0.000000 0.001000 0 0.000396 2018 25
## 41 0.000000 0.000000 0.000000 0.001000 0 0.000272 2018 26
## 42 0.000000 0.000000 4.367335 0.001000 0 0.000002 2018 27
## 43 0.000000 0.000000 3.693725 0.001000 0 0.000001 2018 28
## 44 0.000000 0.000000 0.668871 0.001000 0 0.000385 2018 29
## 45 0.000000 0.000000 0.000000 0.001000 0 0.000252 2018 30
## 46 0.000000 0.000000 0.000000 0.001000 0 0.000413 2018 31
## 47 0.000000 0.000000 4.370449 0.001000 0 0.000002 2018 32
## 48 0.000000 0.000000 0.000000 0.001000 0 0.000364 2018 33
## 49 0.000000 0.000000 0.000000 0.001000 0 0.000388 2018 34
## 50 59.945426 2.838179 4.385891 0.001000 0 0.000005 2018 35
## 51 0.000000 0.000000 0.000000 0.001000 0 0.000424 2018 36
## 52 0.000000 0.000000 4.367164 0.001000 0 0.000002 2018 37
## 53 0.000000 0.000000 4.359742 0.001000 0 0.000002 2018 38
## 54 0.000000 0.000000 0.000000 0.001000 0 0.000415 2018 39
## 55 0.000000 0.000000 0.000000 0.001000 0 0.000379 2018 40
## 56 0.000000 0.000000 4.350357 0.001000 0 0.000002 2018 41
## 57 0.000000 0.000000 3.448923 0.001000 0 0.000001 2018 42
## 58 0.000000 0.000000 4.338157 0.001000 0 0.000002 2018 43
## 59 0.000000 0.000000 4.355903 0.001000 0 0.000002 2018 44
## 60 0.000000 0.000000 0.000000 0.001000 0 0.000356 2018 45
## 61 0.000000 0.000000 4.324165 0.001000 0 0.000002 2018 46
## 62 0.000000 0.000000 0.000000 0.001000 0 0.000433 2018 47
## 63 0.000000 0.000000 4.347627 0.001000 0 0.000002 2018 48
## 64 0.000000 0.000000 4.349760 0.001000 0 0.000002 2018 49
## 65 0.000000 0.000000 4.341698 0.001000 0 0.000002 2018 50
## 66 0.000000 0.000000 4.337517 0.001000 0 0.000002 2018 51
## 67 0.000000 0.000000 4.328986 0.001000 0 0.000002 2018 52
## 68 0.000000 0.000000 0.000000 0.001000 0 0.000364 2018 53
## 69 0.000000 0.000000 0.000000 0.001000 0 0.000343 2018 54
## 70 0.000000 0.000000 4.322587 0.001000 0 0.000002 2018 55
## 71 0.000000 0.000000 4.339181 0.001000 0 0.000002 2018 56
## 72 0.000000 0.000000 4.351893 0.001000 0 0.000002 2018 57
## 73 0.000000 0.000000 0.000000 0.001000 0 0.000400 2018 58
## 74 0.000000 0.000000 4.357524 0.001000 0 0.000002 2018 59
## 75 0.000000 0.000000 4.351722 0.001000 0 0.000002 2018 60
## 76 0.000000 0.000000 0.000000 0.001000 0 0.000420 2018 61
## 77 0.000000 0.000000 0.000000 0.001000 0 0.000516 2018 62
## 78 0.000000 0.000000 0.000000 0.001000 0 0.000568 2018 63
## 79 0.000000 0.000000 0.000000 0.001000 0 0.000453 2018 64
## 80 0.000000 0.000000 4.368273 0.001000 0 0.000002 2018 65
## 81 0.000000 9.780984 0.000000 0.001000 0 0.000004 2018 66
## 82 0.000000 0.000000 0.000000 0.001000 0 0.000231 2018 67
## 83 0.000000 0.000000 0.000000 0.001000 0 0.000508 2018 68
## 84 0.000000 0.000000 0.000000 0.001000 0 0.000312 2018 69
## 85 0.000000 0.000000 4.365501 0.001000 0 0.000002 2018 70
## 86 18.005732 7.520004 4.386702 0.001000 0 0.000005 2018 71
## 87 0.000000 0.000000 0.000000 0.001000 0 0.000456 2018 72
## 88 0.000000 0.000000 0.000000 0.001000 0 0.000303 2018 73
## 89 0.000000 0.000000 0.000000 0.001000 0 0.000632 2018 74
## 90 0.000000 0.000000 0.000000 0.001000 0 0.000559 2018 75
## 91 0.000000 0.000000 4.331375 0.001000 0 0.000002 2018 76
## 92 0.000000 0.000000 0.000000 0.001000 0 0.000671 2018 77
## 93 0.000000 0.000000 4.344513 0.001000 0 0.000002 2018 78
## 94 0.000000 0.000000 4.347542 0.001000 0 0.000002 2018 79
## 95 0.000000 5.590664 0.000000 0.001000 0 0.000004 2018 80
## 96 0.000000 0.000000 0.000000 0.001000 0 0.000460 2018 81
## 97 0.000000 0.000000 0.000000 0.001000 0 0.000501 2018 82
## 98 0.000000 0.000000 4.370278 0.001000 0 0.000002 2018 83
## 99 0.000000 0.000000 4.356201 0.001000 0 0.000002 2018 84
## 100 0.000000 0.000000 0.000000 0.001000 0 0.000397 2018 85
## 101 0.000000 0.000000 0.000000 0.001000 0 0.000398 2018 86
## 102 0.000000 0.000000 0.000000 0.001000 0 0.000551 2018 87
## 103 0.000000 0.000000 4.332996 0.001000 0 0.000002 2018 88
## 104 0.000000 0.000000 0.000000 0.001000 0 0.000576 2018 89
## 105 0.000000 0.000000 0.000000 0.001000 0 0.000579 2018 90
## 106 0.000000 0.000000 0.000000 0.001000 0 0.000637 2018 91
## 107 0.000000 0.000000 0.000000 0.001000 0 0.000615 2018 92
## 108 0.000000 0.000000 0.000000 0.001000 0 0.000493 2018 93
## 109 0.000000 0.000000 4.347926 0.001000 0 0.000002 2018 94
## 110 0.000000 0.000000 0.000000 0.001000 0 0.000711 2018 95
## 111 0.000000 0.000000 4.346561 0.001000 0 0.000002 2018 96
## 112 0.000000 0.000000 4.358462 0.001000 0 0.000002 2018 97
## 113 0.000000 0.000000 0.000000 0.001000 0 0.000529 2018 98
## 114 0.000000 0.000000 4.370321 0.001000 0 0.000002 2018 99
## 115 0.000000 0.000000 0.000000 0.001000 0 0.000549 2018 100
## 116 0.000000 0.000000 0.000000 0.001000 0 0.000581 2018 101
## 117 0.000000 0.000000 0.000000 0.001000 0 0.000648 2018 102
## 118 0.000000 0.000000 0.000000 0.001000 0 0.000550 2018 103
## 119 0.000000 0.000000 0.000000 0.001000 0 0.000398 2018 104
## 120 0.000000 0.000000 4.347798 0.001000 0 0.000002 2018 105
## 121 0.000000 0.000000 0.000000 0.001000 0 0.000241 2018 106
## 122 0.000000 0.000000 0.000000 0.001000 0 0.000791 2018 107
## 123 0.000000 0.000000 0.000000 0.001000 0 0.000803 2018 108
## 124 0.000000 0.000000 0.000000 0.001000 0 0.000584 2018 109
## 125 0.000000 0.000000 0.000000 0.001000 0 0.000744 2018 110
## 126 0.000000 0.000000 0.000000 0.001000 0 0.000520 2018 111
## 127 0.000000 0.000000 4.355050 0.001000 0 0.000002 2018 112
## 128 0.000000 0.000000 4.354964 0.001000 0 0.000002 2018 113
## 129 0.000000 0.000000 4.345793 0.001000 0 0.000002 2018 114
## 130 0.000000 0.000000 0.000000 0.001000 0 0.000447 2018 115
## 131 0.000000 0.000000 4.347627 0.001000 0 0.000002 2018 116
## 132 0.000000 0.000000 0.000000 0.001000 0 0.000671 2018 117
## 133 0.000000 0.000000 0.000000 0.001000 0 0.000652 2018 118
## 134 0.000000 0.000000 0.000000 0.001000 0 0.000627 2018 119
## 135 0.000000 0.000000 0.000000 0.001000 0 0.000781 2018 120
## 136 0.000000 0.000000 0.000000 0.001000 0 0.000813 2018 121
## 137 0.000000 0.000000 0.000000 0.001000 0 0.000708 2018 122
## 138 0.000000 0.000000 0.000000 0.001000 0 0.000751 2018 123
## 139 0.000000 0.000000 0.000000 0.001000 0 0.000798 2018 124
## 140 0.000000 0.000000 331.334016 0.001000 0 0.000571 2018 125
## 141 0.000000 0.000000 215.986975 0.001000 0 0.000088 2018 126
## 142 0.000000 0.000000 320.252926 0.001000 0 0.000130 2018 127
## 143 0.000000 0.000000 424.132509 0.001000 0 0.000172 2018 128
## 144 0.000000 0.000000 524.958731 0.001000 0 0.000214 2018 129
## 145 0.000000 0.000000 623.180359 0.001000 0 0.000254 2018 130
## 146 0.000000 0.000000 3307.240537 0.001000 0 0.002076 2018 131
## 147 0.000000 0.000000 3511.473380 0.001000 0 0.002144 2018 132
## 148 0.000000 0.000000 3813.956183 0.001000 0 0.002288 2018 133
## 149 0.000000 0.000000 3882.922030 0.001000 0 0.002300 2018 134
## 150 0.000000 0.000000 1087.836423 0.001000 0 0.000443 2018 135validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite1## [[1]]
## [1] 0.1549063
##
## [[2]]
## [1] 0.0939374
##
## [[3]]
## [1] 0.2967443
##
## [[4]]
## [1] 0.13279
##
## [[5]]
## [1] -0.06572369
##
## [[6]]
## [1] 0.1273109
##
## [[7]]
## [1] -0.08937032
##
## [[8]]
## [1] -0.05112309
##
## [[9]]
## [1] -0.150927
##
## [[10]]
## [1] 0.1343465
##
## [[11]]
## [1] 0.1669409
##
## [[12]]
## [1] -0.4736718
##
## [[13]]
## [1] 0.212959
##
## [[14]]
## [1] 0.1434596
##
## [[15]]
## [1] 0.1919134
##
## [[16]]
## [1] 0.1351758
##
## [[17]]
## [1] 0.1583097
##
## [[18]]
## [1] 0.1295538
##
## [[19]]
## [1] 0.1763827
##
## [[20]]
## [1] 0.1415266
##
## [[21]]
## [1] 0.1488536
##
## [[22]]
## [1] 0.007095191
##
## [[23]]
## [1] 0.0362685
##
## [[24]]
## [1] 0.1386957
##
## [[25]]
## [1] -0.03344793
##
## [[26]]
## [1] 0.1638306
##
## [[27]]
## [1] 0.009584133
##
## [[28]]
## [1] 0.009759521
##
## [[29]]
## [1] 0.1738764
##
## [[30]]
## [1] 0.01373431
##
## [[31]]
## [1] -0.1185841
##
## [[32]]
## [1] 0.1578521
##
## [[33]]
## [1] -0.03558971
##
## [[34]]
## [1] -0.1204087
##
## [[35]]
## [1] 0.0862803
##
## [[36]]
## [1] 0.1449299
##
## [[37]]
## [1] 0.08058603
##
## [[38]]
## [1] 0.07018828
##
## [[39]]
## [1] 0.107392
##
## [[40]]
## [1] 0.08248081
##
## [[41]]
## [1] 0.1322032
##
## [[42]]
## [1] 0.1860032
##
## [[43]]
## [1] -0.2767739
##
## [[44]]
## [1] -0.007576334
##
## [[45]]
## [1] 0.1052574
##
## [[46]]
## [1] 0.1328379
##
## [[47]]
## [1] 0.2103481
##
## [[48]]
## [1] -0.03328748
##
## [[49]]
## [1] 0.1144169
##
## [[50]]
## [1] 0.1884503
##
## [[51]]
## [1] 0.09645794
##
## [[52]]
## [1] -0.0412509
##
## [[53]]
## [1] 0.156226
##
## [[54]]
## [1] 0.1389396
##
## [[55]]
## [1] 0.06311148
##
## [[56]]
## [1] 0.074796
##
## [[57]]
## [1] 0.1870642
##
## [[58]]
## [1] 0.1554872
##
## [[59]]
## [1] 0.08962609
##
## [[60]]
## [1] 0.04198156
##
## [[61]]
## [1] 0.07078057
##
## [[62]]
## [1] 0.1660291
##
## [[63]]
## [1] 0.04709822
##
## [[64]]
## [1] -0.1163616
##
## [[65]]
## [1] 0.1289041
##
## [[66]]
## [1] 0.198975
##
## [[67]]
## [1] -0.004692044
##
## [[68]]
## [1] 0.09717423
##
## [[69]]
## [1] 0.02590318
##
## [[70]]
## [1] 0.09640639
##
## [[71]]
## [1] 0.02741389
##
## [[72]]
## [1] 0.06248642
##
## [[73]]
## [1] -0.1130943
##
## [[74]]
## [1] 0.1530287
##
## [[75]]
## [1] -0.03016008
##
## [[76]]
## [1] 0.08675197
##
## [[77]]
## [1] 0.1187624
##
## [[78]]
## [1] -0.002144641
##
## [[79]]
## [1] 0.01130068
##
## [[80]]
## [1] 0.02614434
##
## [[81]]
## [1] -0.04295179
##
## [[82]]
## [1] 0.1801574
##
## [[83]]
## [1] 0.02694064
##
## [[84]]
## [1] 0.01480735
##
## [[85]]
## [1] 0.2002051
##
## [[86]]
## [1] -0.04437996
##
## [[87]]
## [1] 0.07630697
##
## [[88]]
## [1] -0.02892786
##
## [[89]]
## [1] 0.09486027
##
## [[90]]
## [1] 0.1907034
##
## [[91]]
## [1] -0.01960163
##
## [[92]]
## [1] 0.04027642
##
## [[93]]
## [1] 0.05203059
##
## [[94]]
## [1] 0.156781
##
## [[95]]
## [1] 0.07275783
##
## [[96]]
## [1] -0.1739687
##
## [[97]]
## [1] 0.03683015
##
## [[98]]
## [1] 0.0665022
##
## [[99]]
## [1] -0.0571989
##
## [[100]]
## [1] 0.09800293
##
## [[101]]
## [1] 0.1020614
##
## [[102]]
## [1] -0.01679496
##
## [[103]]
## [1] 0.1575349
##
## [[104]]
## [1] -0.1205384
##
## [[105]]
## [1] 0.1153112
##
## [[106]]
## [1] 0.156846
##
## [[107]]
## [1] 0.08241785
##
## [[108]]
## [1] -0.005623339
##
## [[109]]
## [1] 0.1349343
##
## [[110]]
## [1] 0.0344046
##
## [[111]]
## [1] -0.06184662
##
## [[112]]
## [1] 0.05963934
##
## [[113]]
## [1] 0.1158788
##
## [[114]]
## [1] 0.1009361
##
## [[115]]
## [1] -0.01352084
##
## [[116]]
## [1] -0.1306058
##
## [[117]]
## [1] -0.01269947
##
## [[118]]
## [1] 0.05824823
##
## [[119]]
## [1] 0.0743183
##
## [[120]]
## [1] -0.07969162
##
## [[121]]
## [1] 0.05343268
##
## [[122]]
## [1] 0.001026009
##
## [[123]]
## [1] 0.1439461
##
## [[124]]
## [1] 0.1217227
##
## [[125]]
## [1] -0.1237019
##
## [[126]]
## [1] 0.05045677
##
## [[127]]
## [1] 0.1339102
##
## [[128]]
## [1] 0.1433339
##
## [[129]]
## [1] -0.05340633
##
## [[130]]
## [1] -0.01904707
##
## [[131]]
## [1] 0.05721121
##
## [[132]]
## [1] -0.07983036
##
## [[133]]
## [1] -0.1422999
##
## [[134]]
## [1] 0.05956758
##
## [[135]]
## [1] 0.004630026
##
## [[136]]
## [1] -0.1754294
##
## [[137]]
## [1] 0.05547082
##
## [[138]]
## [1] -0.2424936
##
## [[139]]
## [1] -0.00379088
##
## [[140]]
## [1] -0.01240957
##
## [[141]]
## [1] 0.04507187
##
## [[142]]
## [1] 0.007650339
##
## [[143]]
## [1] -0.02592527
##
## [[144]]
## [1] -0.2478272
##
## [[145]]
## [1] -0.3047868
##
## [[146]]
## [1] 0.1302949
##
## [[147]]
## [1] 0.1540002
##
## [[148]]
## [1] -0.2172342
##
## [[149]]
## [1] -0.03888237
##
## [[150]]
## [1] 0.04338804
##
## [[151]]
## [1] -0.3264557
##
## [[152]]
## [1] -0.1949726
##
## [[153]]
## [1] 0.0478998
##
## [[154]]
## [1] -0.1381853
##
## [[155]]
## [1] -0.02295074
##
## [[156]]
## [1] -0.05535018
##
## [[157]]
## [1] NA
##
## [[158]]
## [1] -0.5004249
##
## [[159]]
## [1] 0.183709
##
## [[160]]
## [1] 0.02508576
##
## [[161]]
## [1] 0.04098183
##
## [[162]]
## [1] 0.1294829
##
## [[163]]
## [1] 0.07043726
##
## [[164]]
## [1] -0.07585798
##
## [[165]]
## [1] -0.04013579
##
## [[166]]
## [1] -0.2367077
##
## [[167]]
## [1] NA
##
## [[168]]
## [1] -0.06694544
##
## [[169]]
## [1] -0.2565169
##
## [[170]]
## [1] -0.1983649
##
## [[171]]
## [1] -0.1945859
##
## [[172]]
## [1] -0.2756955
##
## [[173]]
## [1] -0.3832569
##
## [[174]]
## [1] -0.3608426
##
## [[175]]
## [1] NA
##
## [[176]]
## [1] NA
##
## [[177]]
## [1] -0.380196
##
## [[178]]
## [1] -0.2949882
##
## [[179]]
## [1] -0.3789534
##
## [[180]]
## [1] -0.03598967
##
## [[181]]
## [1] -0.09960553
##
## [[182]]
## [1] -0.3503399
##
## [[183]]
## [1] -0.3943048
##
## [[184]]
## [1] NA
##
## [[185]]
## [1] -0.3921463
##
## [[186]]
## [1] NA
##
## [[187]]
## [1] NA
##
## [[188]]
## [1] NA
##
## [[189]]
## [1] NA
##
## [[190]]
## [1] 0.1502532
##
## [[191]]
## [1] NA
##
## [[192]]
## [1] NA
##
## [[193]]
## [1] NA
##
## [[194]]
## [1] NA
##
## [[195]]
## [1] -0.3555528
##
## [[196]]
## [1] 0.006163483
##
## [[197]]
## [1] 0.01236884
##
## [[198]]
## [1] -0.1714069
##
## [[199]]
## [1] -0.2366045
##
## [[200]]
## [1] 0.1804444paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"paste0("valmergesm",i,"$rz_storage","/valmergesm",i,"$root.depth")## [1] "valmergesm200$rz_storage/valmergesm200$root.depth"RSS - Explore Site 1
'Exploring Site 1 RSS'## [1] "Exploring Site 1 RSS"cwws32valrss1_run1## $bd
## day month year basinID pot_surface_infil snow_thr sat_def_z sat_def
## 1: 1 11 2017 1 0 0 5743.000 2492.617
## 2: 2 11 2017 1 0 0 5775.680 2506.922
## 3: 3 11 2017 1 0 0 5827.917 2529.530
## 4: 4 11 2017 1 0 0 5874.239 2549.550
## 5: 5 11 2017 1 0 0 5922.438 2570.429
## ---
## 361: 27 10 2018 1 0 0 7731.890 3352.507
## 362: 28 10 2018 1 0 0 7736.308 3354.427
## 363: 29 10 2018 1 0 0 7742.479 3357.111
## 364: 30 10 2018 1 0 0 7750.978 3360.813
## 365: 31 10 2018 1 0 0 7757.512 3363.671
## rz_storage unsat_stor rz_drainage unsat_drain cap evap snowpack
## 1: 76.59031 1334.841 2.490852 1.372280 0.294495 0.275352 0
## 2: 75.81287 1333.825 2.183796 1.260209 0.254941 0.335187 0
## 3: 75.04237 1341.611 2.093020 1.285571 0.214954 0.395090 0
## 4: 74.41683 1347.344 1.892376 1.303572 0.173055 0.259773 0
## 5: 74.05853 1354.467 1.700235 1.221638 0.137988 0.252518 0
## ---
## 361: 85.97056 2242.030 4.456435 0.851586 0.147090 0.235130 0
## 362: 84.16584 2242.406 2.001184 0.571941 0.069264 0.432388 0
## 363: 82.95562 2243.122 1.408888 0.606845 0.068525 0.358181 0
## 364: 81.77949 2244.959 1.137202 0.453134 0.106126 0.355902 0
## 365: 80.78658 2245.703 0.936922 0.518146 0.061072 0.416151 0
## trans baseflow return streamflow psn nppcum lai gw.Qout
## 1: 0.013950 7.753767 10.844229 18.396028 0.000048 0 0.023064 2.668249
## 2: 0.018846 7.331587 10.867505 18.003012 0.000062 0 0.023064 2.454442
## 3: 0.023052 6.963001 10.469701 17.243608 0.000064 0 0.023064 2.257814
## 4: 0.014314 6.645025 10.070107 16.528914 0.000051 0 0.023064 2.076980
## 5: 0.013761 6.371086 9.388270 15.586203 0.000050 0 0.023064 1.910668
## ---
## 361: 0.011935 4.695507 1.349666 6.021505 0.000035 0 0.068955 2.827366
## 362: 0.048600 4.484458 0.992757 5.457083 0.000081 0 0.064933 2.600572
## 363: 0.040211 4.202509 0.969943 5.152723 0.000082 0 0.062261 2.392018
## 364: 0.043760 3.953129 0.888380 4.822632 0.000106 0 0.060927 2.200234
## 365: 0.021714 3.808010 0.884243 4.669170 0.000065 0 0.023064 2.023867
## gw.storage detention_store %sat_area litter_store litter_capacity
## 1: 30.72299 0 4.047260 0.001527 0.084106
## 2: 28.26854 0 4.047260 0.001321 0.084106
## 3: 26.01073 0 3.896430 0.000739 0.084106
## 4: 23.93375 0 3.720463 0.000680 0.084106
## 5: 22.02308 0 3.619910 0.000680 0.084106
## ---
## 361: 32.51715 0 0.904977 0.009990 0.084106
## 362: 29.91657 0 0.854701 0.000762 0.084106
## 363: 27.52456 0 0.879839 0.000438 0.084106
## 364: 25.32432 0 0.854701 0.000429 0.084106
## 365: 23.30045 0 0.854701 0.000415 0.084106
## canopy_store %snow_cover snow_subl trans_var acc_trans acctransv_var
## 1: 0.000057 0 0 0.000666 82.93318 4450.352
## 2: 0.000057 0 0 0.001233 82.95203 4448.844
## 3: 0.000057 0 0 0.001866 82.97508 4447.011
## 4: 0.000057 0 0 0.000703 82.98939 4445.864
## 5: 0.000057 0 0 0.000650 83.00316 4444.762
## ---
## 361: 0.000057 0 0 0.000056 140.24980 13626.764
## 362: 0.000057 0 0 0.001040 140.29840 13630.999
## 363: 0.000057 0 0 0.000732 140.33861 13634.290
## 364: 0.000057 0 0 0.000879 140.38237 13637.773
## 365: 0.000057 0 0 0.001654 140.40408 13634.344
## pet dC13 precip pcp_assim mortf tmax tmin tavg
## 1: 0.017468 23.35639 0 0 0 15.27671 9.17671 12.22671
## 2: 0.023444 22.80455 0 0 0 17.87671 10.47671 14.17671
## 3: 0.029926 22.46116 0 0 0 20.17671 11.47671 15.82671
## 4: 0.019109 22.61564 0 0 0 18.97671 13.57671 16.27671
## 5: 0.018142 22.74170 0 0 0 18.27671 12.97671 15.62671
## ---
## 361: 0.020734 25.32715 0 0 0 6.67671 2.97671 4.82671
## 362: 0.062350 24.16066 0 0 0 12.67671 2.27671 7.47671
## 363: 0.051153 23.96998 0 0 0 12.47671 4.07671 8.27671
## 364: 0.053404 23.14207 0 0 0 14.27671 6.27671 10.27671
## 365: 0.026811 22.23760 0 0 0 18.07671 9.37671 13.72671
## vpd snowfall recharge gpsn resp gs rootdepth plantc
## 1: 262.7217 0 0 0.078455 0.029971 0.108837 436.5498 0.096925
## 2: 350.5153 0 0 0.093085 0.031207 0.109496 436.5498 0.096925
## 3: 444.9765 0 0 0.096641 0.032474 0.104748 436.5498 0.096925
## 4: 296.5631 0 0 0.084509 0.033197 0.101727 436.5498 0.096925
## 5: 280.9250 0 0 0.082629 0.033115 0.103077 436.5498 0.096925
## ---
## 361: 105.6290 0 0 0.065679 0.030718 0.235686 436.5498 0.096925
## 362: 316.3843 0 0 0.112699 0.031741 0.301385 436.5498 0.096925
## 363: 276.3677 0 0 0.113537 0.031954 0.291434 436.5498 0.096925
## 364: 298.7147 0 0 0.138920 0.033399 0.297529 436.5498 0.096925
## 365: 394.2291 0 0 0.094625 0.030026 0.110365 436.5498 0.096925
## snowmelt canopysubl routedstreamflow canopy_snow height evap_can
## 1: 0 0 2.668249 0 6.876357 0.000000
## 2: 0 0 2.454442 0 6.876357 0.000000
## 3: 0 0 2.257814 0 6.876357 0.000000
## 4: 0 0 2.076980 0 6.876357 0.000000
## 5: 0 0 1.910668 0 6.876357 0.000000
## ---
## 361: 0 0 2.827366 0 6.876357 0.000092
## 362: 0 0 2.600572 0 6.876357 0.000000
## 363: 0 0 2.392018 0 6.876357 0.000000
## 364: 0 0 2.200234 0 6.876357 0.000000
## 365: 0 0 2.023867 0 6.876357 0.000000
## evap_lit evap_soil litrc Kdown Ldown Kup Lup Kstar_can
## 1: 0.000592 0.274760 0.042053 2346.852 31189.63 292.5164 0 91.24764
## 2: 0.000206 0.334981 0.042053 3207.800 31537.13 399.0860 0 126.38799
## 3: 0.000581 0.394509 0.042053 4097.599 31688.91 508.8204 0 165.33381
## 4: 0.000059 0.259714 0.042053 1910.967 33355.60 238.4185 0 66.83281
## 5: 0.000000 0.252518 0.042053 1850.866 33078.59 230.9517 0 64.91660
## ---
## 361: 0.074116 0.160922 0.042053 1268.669 28728.78 158.9644 0 117.73402
## 362: 0.009229 0.423159 0.042053 6193.494 26933.12 769.9450 0 522.07019
## 363: 0.000324 0.357857 0.042053 4670.184 28371.97 582.0021 0 387.49461
## 364: 0.000009 0.355893 0.042053 4356.794 29464.88 543.2130 0 343.10288
## 365: 0.000014 0.416138 0.042053 4057.706 30680.68 503.8666 0 166.41620
## Kstar_soil Kstar_snow Lstar_can Lstar_soil Lstar_snow LE_canopy LE_soil
## 1: 1159.1481 0 0 0 0 34.50393 680.0305
## 2: 1631.6143 0 0 0 0 46.50394 826.0033
## 3: 2157.4905 0 0 0 0 56.77899 971.7892
## 4: 937.9383 0 0 0 0 35.23765 639.0867
## 5: 906.7446 0 0 0 0 33.89872 621.6495
## ---
## 361: 563.7568 0 0 0 0 30.01347 584.9370
## 362: 3272.4949 0 0 0 0 120.66964 1071.9309
## 363: 2347.2411 0 0 0 0 99.70952 887.6222
## 364: 2169.7688 0 0 0 0 108.26993 880.3183
## 365: 2154.0435 0 0 0 0 53.53417 1025.7208
## LE_snow Lstar_strat canopydrip date wy yd et unfilled_cap
## 1: 0 0 0 2017-11-01 2018 305 0.289302 1411.431
## 2: 0 0 0 2017-11-02 2018 306 0.354033 1409.637
## 3: 0 0 0 2017-11-03 2018 307 0.418142 1416.653
## 4: 0 0 0 2017-11-04 2018 308 0.274087 1421.761
## 5: 0 0 0 2017-11-05 2018 309 0.266279 1428.525
## ---
## 361: 0 0 0 2018-10-27 2019 300 0.247065 2328.001
## 362: 0 0 0 2018-10-28 2019 301 0.480988 2326.572
## 363: 0 0 0 2018-10-29 2019 302 0.398392 2326.078
## 364: 0 0 0 2018-10-30 2019 303 0.399662 2326.738
## 365: 0 0 0 2018-10-31 2019 304 0.437865 2326.490
##
## $pd
## day month year basinID hillID zoneID patchID familyID family_horizon
## 1: 1 11 2017 1 110 136557 136557 -9999 0
## 2: 2 11 2017 1 110 136557 136557 -9999 0
## 3: 3 11 2017 1 110 136557 136557 -9999 0
## 4: 4 11 2017 1 110 136557 136557 -9999 0
## 5: 5 11 2017 1 110 136557 136557 -9999 0
## ---
## 361: 27 10 2018 1 110 136557 136557 -9999 0
## 362: 28 10 2018 1 110 136557 136557 -9999 0
## 363: 29 10 2018 1 110 136557 136557 -9999 0
## 364: 30 10 2018 1 110 136557 136557 -9999 0
## 365: 31 10 2018 1 110 136557 136557 -9999 0
## rain_thr detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1: 0 0 9971.407 4337.562 40.66983 109.8474
## 2: 0 0 9971.554 4337.626 40.28031 109.8474
## 3: 0 0 9971.701 4337.690 39.81822 109.8474
## 4: 0 0 9971.848 4337.754 39.51573 109.8474
## 5: 0 0 9971.995 4337.818 39.22140 109.8474
## ---
## 361: 0 0 9693.147 4216.519 41.20719 109.8474
## 362: 0 0 9694.835 4217.253 40.67449 109.8474
## 363: 0 0 9696.516 4217.984 40.22588 109.8474
## 364: 0 0 9698.187 4218.711 39.77178 109.8474
## 365: 0 0 9699.849 4219.434 39.32573 109.8474
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1: 41.39395 11.84566 4104.490 0 0
## 2: 41.39395 11.84566 4104.490 0 0
## 3: 41.39395 11.84566 4104.490 0 0
## 4: 41.39395 11.84566 4104.490 0 0
## 5: 41.39395 11.84566 4104.490 0 0
## ---
## 361: 41.39395 11.84566 2538.895 0 0
## 362: 41.39395 11.84566 2538.895 0 0
## 363: 41.39395 11.84566 2538.895 0 0
## 364: 41.39395 11.84566 2538.895 0 0
## 365: 41.39395 11.84566 2538.895 0 0
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1: 0 0 0 0 0 0
## 2: 0 0 0 0 0 0
## 3: 0 0 0 0 0 0
## 4: 0 0 0 0 0 0
## 5: 0 0 0 0 0 0
## ---
## 361: 0 0 0 0 0 0
## 362: 0 0 0 0 0 0
## 363: 0 0 0 0 0 0
## 364: 0 0 0 0 0 0
## 365: 0 0 0 0 0 0
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1: 0.000000 0.315854 0 0 0 0.000000 0.012051
## 2: 0.000000 0.389522 0 0 0 0.000000 0.012052
## 3: 0.000000 0.462093 0 0 0 0.000000 0.012052
## 4: 0.000000 0.302482 0 0 0 0.000000 0.012052
## 5: 0.000000 0.294329 0 0 0 0.000000 0.012053
## ---
## 361: 0.043982 0.168164 0 0 0 0.018599 0.202602
## 362: 0.000000 0.456546 0 0 0 0.076151 0.201492
## 363: 0.000000 0.387170 0 0 0 0.061443 0.199428
## 364: 0.000000 0.387614 0 0 0 0.066482 0.198606
## 365: 0.000000 0.446049 0 0 0 0.000000 0.197021
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1: 0.076314 -0.006745 0.370239 252.5228 0 0 100
## 2: 0.076048 -0.007222 0.366693 252.5228 0 0 100
## 3: 0.076049 -0.007725 0.362487 252.5228 0 0 100
## 4: 0.076051 -0.007969 0.359733 252.5228 0 0 100
## 5: 0.076052 -0.007917 0.357054 252.5228 0 0 100
## ---
## 361: 0.943662 0.062753 0.375131 252.5228 0 0 100
## 362: 0.935750 0.110289 0.370282 252.5228 0 0 100
## 363: 0.930828 0.107862 0.366198 252.5228 0 0 100
## 364: 0.925580 0.134355 0.362064 252.5228 0 0 100
## 365: 0.920008 -0.006811 0.358003 252.5228 0 0 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1: 0.000000 0.000000 0 0 0 0 0
## 2: 0.000000 0.000000 0 0 0 0 0
## 3: 0.000000 0.000000 0 0 0 0 0
## 4: 0.000000 0.000000 0 0 0 0 0
## 5: 0.000000 0.000000 0 0 0 0 0
## ---
## 361: 0.033758 0.104913 0 0 0 0 0
## 362: 0.098282 0.095701 0 0 0 0 0
## 363: 0.078510 0.089583 0 0 0 0 0
## 364: 0.080876 0.086530 0 0 0 0 0
## 365: 0.000000 0.000000 0 0 0 0 0
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1: 629.1830 56.67181 349.9330 0 320.09938 1932.3739
## 2: 814.1182 109.35537 457.9398 0 617.67193 2520.7252
## 3: 971.1092 185.67983 554.1453 0 1048.77539 3038.0441
## 4: 524.8094 37.08268 290.4267 0 209.45408 1606.0565
## 5: 509.9006 34.73123 281.9907 0 196.17240 1559.6978
## ---
## 361: 289.6285 14.39547 192.9056 0 74.21829 881.9126
## 362: 998.9337 392.62232 710.0352 0 2040.54917 3213.5070
## 363: 879.9382 210.28752 599.3989 0 1098.75710 2763.4504
## 364: 845.5854 181.03612 570.3102 0 948.43787 2645.2252
## 365: 961.6548 183.87210 548.7502 0 1038.56478 3008.4665
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1: 0 51.62050 0 0 0 0
## 2: 0 76.27548 0 0 0 0
## 3: 0 105.52270 0 0 0 0
## 4: 0 40.37578 0 0 0 0
## 5: 0 38.88714 0 0 0 0
## ---
## 361: 0 172.25776 0 0 0 0
## 362: 0 805.43721 0 0 0 0
## 363: 0 573.66212 0 0 0 0
## 364: 0 499.42558 0 0 0 0
## 365: 0 104.49536 0 0 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1: 0 0.659831 1 1 4.438761 0 1
## 2: 0 0.659831 1 1 4.438761 0 1
## 3: 0 0.659831 1 1 4.438761 0 1
## 4: 0 0.659831 1 1 4.438761 0 1
## 5: 0 0.659831 1 1 4.438761 0 1
## ---
## 361: 0 0.659831 1 1 4.438761 0 1
## 362: 0 0.659831 1 1 4.438761 0 1
## 363: 0 0.659831 1 1 4.438761 0 1
## 364: 0 0.659831 1 1 4.438761 0 1
## 365: 0 0.659831 1 1 4.438761 0 1
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1: 1.593136 0 9.060605 0 0 1398.0430
## 2: 1.593160 0 9.060605 0 0 2010.4393
## 3: 1.593184 0 9.060605 0 0 2707.0283
## 4: 1.593208 0 9.060605 0 0 1109.1502
## 5: 1.593232 0 9.060605 0 0 1070.3826
## ---
## 361: 1.547523 0 9.060605 0 0 570.8894
## 362: 1.547799 0 9.060605 0 0 3729.7168
## 363: 1.548075 0 9.060605 0 0 2596.0486
## 364: 1.548349 0 9.060605 0 0 2388.7114
## 365: 1.548621 0 9.060605 0 0 2680.6733
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
## 1: 320.09938 1932.3739 0.000316 0 0 0
## 2: 617.67193 2520.7252 0.000390 0 0 0
## 3: 1048.77539 3038.0441 0.000462 0 0 0
## 4: 209.45408 1606.0565 0.000302 0 0 0
## 5: 196.17240 1559.6978 0.000294 0 0 0
## ---
## 361: 74.21829 881.9126 0.000168 0 0 0
## 362: 2040.54917 3213.5070 0.000457 0 0 0
## 363: 1098.75710 2763.4504 0.000387 0 0 0
## 364: 948.43787 2645.2252 0.000388 0 0 0
## 365: 1038.56478 3008.4665 0.000446 0 0 0
## snow_Qrain snow_Qmelt LEcanopy SED snow_age fire_et date wy
## 1: 0 0 0.00000 0.001 0 0.000316 2017-11-01 2018
## 2: 0 0 0.00000 0.001 0 0.000390 2017-11-02 2018
## 3: 0 0 0.00000 0.001 0 0.000462 2017-11-03 2018
## 4: 0 0 0.00000 0.001 0 0.000302 2017-11-04 2018
## 5: 0 0 0.00000 0.001 0 0.000294 2017-11-05 2018
## ---
## 361: 0 0 46.31719 0.001 0 0.000231 2018-10-27 2019
## 362: 0 0 188.89899 0.001 0 0.000533 2018-10-28 2019
## 363: 0 0 152.35371 0.001 0 0.000449 2018-10-29 2019
## 364: 0 0 164.54058 0.001 0 0.000454 2018-10-30 2019
## 365: 0 0 0.00000 0.001 0 0.000446 2018-10-31 2019
## yd
## 1: 305
## 2: 306
## 3: 307
## 4: 308
## 5: 309
## ---
## 361: 300
## 362: 301
## 363: 302
## 364: 303
## 365: 304{plot(cwws32valrss1_run1$bd$date, (cwws32valrss1_run1$bd$rz_storage/cwws32valrss1_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}
{plot(cwws32valrss1_run3$bd$date, (cwws32valrss1_run3$bd$rz_storage/cwws32valrss1_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}
paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")
plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")
plot(valmergesm3$Date, valmergesm3$Site1, type = "l")
{plot(cwws32valrss1_run3$pd$date, (cwws32valrss1_run3$pd$rz_storage/cwws32valrss1_run3$pd$root.depth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}
{plot(cwws32valrss1_run3$pd$date, ((cwws32valrss1_run3$pd$root_zone.S*cwws32valrss1_run3$pd$potential_rz_store)/cwws32valrss1_run3$pd$root.depth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}
paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"{plot(cwws32valrss1_run3$bd$date, (cwws32valrss1_run3$bd$rz_storage/cwws32valrss1_run3$bd$rootdepth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}
{plot(cwws32valrss1_run43$pd$date, (cwws32valrss1_run43$pd$rz_storage/cwws32valrss1_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm43$Date,valmergesm43$Site1, col = 'BLUE', lty = 3)}
{plot(cwws32valrss1_run43$bd$date, (cwws32valrss1_run43$bd$rz_storage/cwws32valrss1_run43$bd$rootdepth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}
RSS - prepare to run model n times for patch 2 - only for validation time series
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32dsm",
flowtable = "CWWS32dsm1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valrss2",
commandline_options = c("-b -p 1 108 141942 141942"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")RSS - run model in parallel
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_std_pars(m = toprss[i,]$m,
k = toprss[i,]$k,
soil_dep= toprss[i,]$soil_dep,
m_v = toprss[i,]$m_v,
k_v = toprss[i,]$k_v,
gw1 = toprss[i,]$gw1,
gw2 = toprss[i,]$gw2,
pa = toprss[i,]$pa,
po = toprss[i,]$po,
vgseng1 = toprss[i,]$vgseng1,
vgseng2 = toprss[i,]$vgseng2,
vgseng3 = toprss[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
std_pars = stdpars,
runID = i)
} ## [[1]]
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## NULL end_time = Sys.time()
end_time - start_time## Time difference of 1.181943 hoursRSS - read n runs, create table and append to table
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valrss2_run",i), readin_rhessys_output(paste0("out/cwws32valrss2_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss2_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 108 141942 141942 -9999 0 0.254000
## 2 1 108 141942 141942 -9999 0 0.762000
## 3 1 108 141942 141942 -9999 0 0.000000
## 4 1 108 141942 141942 -9999 0 32.766000
## 5 1 108 141942 141942 -9999 0 0.000000
## 6 1 108 141942 141942 -9999 0 6.096000
## 7 1 108 141942 141942 -9999 0 23.114000
## 8 1 108 141942 141942 -9999 0 0.000000
## 9 1 108 141942 141942 -9999 0 0.000000
## 10 1 108 141942 141942 -9999 0 0.000000
## 11 1 108 141942 141942 -9999 0 0.000000
## 12 1 108 141942 141942 -9999 0 0.000000
## 13 1 108 141942 141942 -9999 0 0.000000
## 14 1 108 141942 141942 -9999 0 0.000000
## 15 1 108 141942 141942 -9999 0 0.000000
## 16 1 108 141942 141942 -9999 0 0.000000
## 17 1 108 141942 141942 -9999 0 0.000000
## 18 1 108 141942 141942 -9999 0 0.000000
## 19 1 108 141942 141942 -9999 0 0.000000
## 20 1 108 141942 141942 -9999 0 0.000000
## 21 1 108 141942 141942 -9999 0 0.000000
## 22 1 108 141942 141942 -9999 0 0.000000
## 23 1 108 141942 141942 -9999 0 1.270000
## 24 1 108 141942 141942 -9999 0 0.000000
## 25 1 108 141942 141942 -9999 0 3.697642
## 26 1 108 141942 141942 -9999 0 84.328000
## 27 1 108 141942 141942 -9999 0 35.306000
## 28 1 108 141942 141942 -9999 0 0.000000
## 29 1 108 141942 141942 -9999 0 0.000000
## 30 1 108 141942 141942 -9999 0 0.000000
## 31 1 108 141942 141942 -9999 0 0.924053
## 32 1 108 141942 141942 -9999 0 0.000000
## 33 1 108 141942 141942 -9999 0 0.000000
## 34 1 108 141942 141942 -9999 0 0.000000
## 35 1 108 141942 141942 -9999 0 0.000000
## 36 1 108 141942 141942 -9999 0 1.899237
## 37 1 108 141942 141942 -9999 0 27.432000
## 38 1 108 141942 141942 -9999 0 0.508000
## 39 1 108 141942 141942 -9999 0 0.000000
## 40 1 108 141942 141942 -9999 0 0.000000
## 41 1 108 141942 141942 -9999 0 0.000000
## 42 1 108 141942 141942 -9999 0 14.986000
## 43 1 108 141942 141942 -9999 0 27.686000
## 44 1 108 141942 141942 -9999 0 0.000000
## 45 1 108 141942 141942 -9999 0 0.000000
## 46 1 108 141942 141942 -9999 0 0.000000
## 47 1 108 141942 141942 -9999 0 3.302000
## 48 1 108 141942 141942 -9999 0 0.000000
## 49 1 108 141942 141942 -9999 0 0.000000
## 50 1 108 141942 141942 -9999 0 36.826307
## 51 1 108 141942 141942 -9999 0 0.000000
## 52 1 108 141942 141942 -9999 0 2.028307
## 53 1 108 141942 141942 -9999 0 49.272307
## 54 1 108 141942 141942 -9999 0 0.000000
## 55 1 108 141942 141942 -9999 0 0.000000
## 56 1 108 141942 141942 -9999 0 83.054307
## 57 1 108 141942 141942 -9999 0 107.946307
## 58 1 108 141942 141942 -9999 0 11.935402
## 59 1 108 141942 141942 -9999 0 3.298307
## 60 1 108 141942 141942 -9999 0 0.000000
## 61 1 108 141942 141942 -9999 0 8.378307
## 62 1 108 141942 141942 -9999 0 0.000000
## 63 1 108 141942 141942 -9999 0 13.458308
## 64 1 108 141942 141942 -9999 0 2.790308
## 65 1 108 141942 141942 -9999 0 1.774308
## 66 1 108 141942 141942 -9999 0 2.790308
## 67 1 108 141942 141942 -9999 0 38.604308
## 68 1 108 141942 141942 -9999 0 0.000000
## 69 1 108 141942 141942 -9999 0 0.000000
## 70 1 108 141942 141942 -9999 0 0.250308
## 71 1 108 141942 141942 -9999 0 10.410309
## 72 1 108 141942 141942 -9999 0 4.060309
## 73 1 108 141942 141942 -9999 0 0.000000
## 74 1 108 141942 141942 -9999 0 32.000309
## 75 1 108 141942 141942 -9999 0 34.032309
## 76 1 108 141942 141942 -9999 0 0.000000
## 77 1 108 141942 141942 -9999 0 0.000000
## 78 1 108 141942 141942 -9999 0 0.000000
## 79 1 108 141942 141942 -9999 0 0.000000
## 80 1 108 141942 141942 -9999 0 19.300310
## 81 1 108 141942 141942 -9999 0 1.256715
## 82 1 108 141942 141942 -9999 0 0.000000
## 83 1 108 141942 141942 -9999 0 0.000000
## 84 1 108 141942 141942 -9999 0 0.000000
## 85 1 108 141942 141942 -9999 0 3.044310
## 86 1 108 141942 141942 -9999 0 11.680310
## 87 1 108 141942 141942 -9999 0 0.000000
## 88 1 108 141942 141942 -9999 0 0.000000
## 89 1 108 141942 141942 -9999 0 0.000000
## 90 1 108 141942 141942 -9999 0 0.000000
## 91 1 108 141942 141942 -9999 0 8.632310
## 92 1 108 141942 141942 -9999 0 0.000000
## 93 1 108 141942 141942 -9999 0 17.014310
## 94 1 108 141942 141942 -9999 0 8.886310
## 95 1 108 141942 141942 -9999 0 0.498408
## 96 1 108 141942 141942 -9999 0 0.000000
## 97 1 108 141942 141942 -9999 0 0.000000
## 98 1 108 141942 141942 -9999 0 14.474311
## 99 1 108 141942 141942 -9999 0 6.600311
## 100 1 108 141942 141942 -9999 0 0.000000
## 101 1 108 141942 141942 -9999 0 0.000000
## 102 1 108 141942 141942 -9999 0 0.000000
## 103 1 108 141942 141942 -9999 0 25.142311
## 104 1 108 141942 141942 -9999 0 0.000000
## 105 1 108 141942 141942 -9999 0 0.000000
## 106 1 108 141942 141942 -9999 0 0.000000
## 107 1 108 141942 141942 -9999 0 0.000000
## 108 1 108 141942 141942 -9999 0 0.000000
## 109 1 108 141942 141942 -9999 0 5.838311
## 110 1 108 141942 141942 -9999 0 0.000000
## 111 1 108 141942 141942 -9999 0 6.854311
## 112 1 108 141942 141942 -9999 0 19.554311
## 113 1 108 141942 141942 -9999 0 0.000000
## 114 1 108 141942 141942 -9999 0 2.790311
## 115 1 108 141942 141942 -9999 0 0.000000
## 116 1 108 141942 141942 -9999 0 0.000000
## 117 1 108 141942 141942 -9999 0 0.000000
## 118 1 108 141942 141942 -9999 0 0.000000
## 119 1 108 141942 141942 -9999 0 0.000000
## 120 1 108 141942 141942 -9999 0 64.766312
## 121 1 108 141942 141942 -9999 0 0.000000
## 122 1 108 141942 141942 -9999 0 0.000000
## 123 1 108 141942 141942 -9999 0 0.000000
## 124 1 108 141942 141942 -9999 0 0.000000
## 125 1 108 141942 141942 -9999 0 0.000000
## 126 1 108 141942 141942 -9999 0 0.000000
## 127 1 108 141942 141942 -9999 0 5.330312
## 128 1 108 141942 141942 -9999 0 113.280312
## 129 1 108 141942 141942 -9999 0 23.618312
## 130 1 108 141942 141942 -9999 0 0.000000
## 131 1 108 141942 141942 -9999 0 16.760312
## 132 1 108 141942 141942 -9999 0 0.000000
## 133 1 108 141942 141942 -9999 0 0.000000
## 134 1 108 141942 141942 -9999 0 0.000000
## 135 1 108 141942 141942 -9999 0 0.000000
## 136 1 108 141942 141942 -9999 0 0.000000
## 137 1 108 141942 141942 -9999 0 0.000000
## 138 1 108 141942 141942 -9999 0 0.000000
## 139 1 108 141942 141942 -9999 0 0.000000
## 140 1 108 141942 141942 -9999 0 0.000000
## 141 1 108 141942 141942 -9999 0 2.536312
## 142 1 108 141942 141942 -9999 0 18.284312
## 143 1 108 141942 141942 -9999 0 4.822312
## 144 1 108 141942 141942 -9999 0 0.250312
## 145 1 108 141942 141942 -9999 0 0.504312
## 146 1 108 141942 141942 -9999 0 0.000000
## 147 1 108 141942 141942 -9999 0 0.000000
## 148 1 108 141942 141942 -9999 0 0.000000
## 149 1 108 141942 141942 -9999 0 0.000000
## 150 1 108 141942 141942 -9999 0 10.918312
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0.000000 8495.578 3695.576 0.091429 0.242626
## 2 0.000000 8514.060 3703.616 0.025180 0.242626
## 3 0.000000 8494.720 3695.203 0.091429 0.242626
## 4 0.000000 8379.952 3645.279 0.091429 0.242626
## 5 0.000000 8326.993 3622.242 0.025180 0.242626
## 6 0.000000 8279.198 3601.451 0.091429 0.242626
## 7 0.000000 8235.478 3582.433 0.091429 0.242626
## 8 0.000000 8194.777 3564.728 0.025180 0.242626
## 9 0.000000 8156.498 3548.076 0.025180 0.242626
## 10 0.000000 8121.514 3532.859 0.025180 0.242626
## 11 0.000000 8090.450 3519.346 0.025180 0.242626
## 12 0.000000 8063.634 3507.681 0.025180 0.242626
## 13 0.000000 8040.464 3497.602 0.025180 0.242626
## 14 0.000000 8020.975 3489.124 0.025180 0.242626
## 15 0.000000 8005.280 3482.297 0.025180 0.242626
## 16 0.000000 7993.318 3477.093 0.025180 0.242626
## 17 0.000000 7984.877 3473.421 0.025180 0.242626
## 18 0.000000 7979.721 3471.179 0.025180 0.242626
## 19 0.000000 7977.546 3470.233 0.025180 0.242626
## 20 0.000000 7978.270 3470.548 0.025180 0.242626
## 21 0.000000 7982.183 3472.249 0.025180 0.242626
## 22 0.000000 7988.939 3475.188 0.025180 0.242626
## 23 0.000000 7998.098 3479.173 0.091429 0.242626
## 24 0.000000 8009.328 3484.058 0.025180 0.242626
## 25 0.000000 8022.293 3489.698 0.091429 0.242626
## 26 0.000000 8036.660 3495.947 0.091429 0.242626
## 27 0.000000 8052.187 3502.701 0.091429 0.242626
## 28 0.000000 8068.677 3509.874 0.025180 0.242626
## 29 0.000000 8085.965 3517.395 0.025180 0.242626
## 30 0.000000 8103.758 3525.135 0.025180 0.242626
## 31 0.000000 8121.448 3532.830 0.091429 0.242626
## 32 0.000000 8136.855 3539.532 0.025180 0.242626
## 33 0.000000 8152.166 3546.192 0.025180 0.242626
## 34 0.000000 8167.581 3552.898 0.025180 0.242626
## 35 0.000000 8183.153 3559.671 0.025180 0.242626
## 36 0.000000 8198.697 3566.433 0.091429 0.242626
## 37 0.000000 8214.078 3573.124 0.091429 0.242626
## 38 0.000000 8229.806 3579.965 0.091429 0.242626
## 39 0.000000 8245.911 3586.971 0.025180 0.242626
## 40 0.000001 8262.945 3594.381 0.025180 0.242626
## 41 0.000001 8280.155 3601.868 0.025180 0.242626
## 42 0.000000 8296.663 3609.049 0.091429 0.242626
## 43 0.000000 8312.986 3616.149 0.091429 0.242626
## 44 0.000000 8329.860 3623.489 0.025180 0.242626
## 45 0.000000 8346.822 3630.868 0.025180 0.242626
## 46 0.000000 8363.616 3638.173 0.025180 0.242626
## 47 0.000000 8380.356 3645.455 0.091429 0.242626
## 48 0.000000 8396.916 3652.659 0.025180 0.242626
## 49 0.000000 8413.336 3659.801 0.025180 0.242626
## 50 0.000000 8429.610 3666.880 0.091429 0.242626
## 51 0.000000 8445.583 3673.828 0.025180 0.242626
## 52 0.000000 8460.611 3680.366 0.091429 0.242626
## 53 0.000000 8475.487 3686.837 0.091429 0.242626
## 54 0.000000 8490.823 3693.508 0.025180 0.242626
## 55 0.000000 8506.127 3700.165 0.025180 0.242626
## 56 0.000000 8521.237 3706.738 0.091429 0.242626
## 57 0.000000 8536.140 3713.221 0.091429 0.242626
## 58 0.000000 8549.665 3719.104 0.091429 0.242626
## 59 0.000000 8564.110 3725.388 0.091429 0.242626
## 60 0.000000 8578.489 3731.643 0.025180 0.242626
## 61 0.000000 8592.722 3737.834 0.091429 0.242626
## 62 0.000000 8606.785 3743.951 0.025180 0.242626
## 63 0.000000 8620.686 3749.998 0.091429 0.242626
## 64 0.000000 8634.443 3755.983 0.091429 0.242626
## 65 0.000000 8648.061 3761.907 0.091429 0.242626
## 66 0.000000 8661.544 3767.772 0.091429 0.242626
## 67 0.000000 8674.886 3773.576 0.091429 0.242626
## 68 0.000000 8688.080 3779.315 0.025180 0.242626
## 69 0.000000 8701.139 3784.996 0.025180 0.242626
## 70 0.000000 8714.063 3790.617 0.091429 0.242626
## 71 0.000000 8726.865 3796.186 0.091429 0.242626
## 72 0.000000 8739.516 3801.689 0.091429 0.242626
## 73 0.000000 8752.045 3807.140 0.025180 0.242626
## 74 0.000000 8764.450 3812.536 0.091429 0.242626
## 75 0.000000 8776.733 3817.879 0.091429 0.242626
## 76 0.000000 8788.892 3823.168 0.025180 0.242626
## 77 0.000000 8800.935 3828.407 0.025180 0.242626
## 78 0.000000 8812.859 3833.594 0.025180 0.242626
## 79 0.000000 8824.684 3838.738 0.025180 0.242626
## 80 0.000000 8836.394 3843.832 0.091429 0.242626
## 81 0.000000 8847.996 3848.878 0.091429 0.242626
## 82 0.000000 8859.415 3853.846 0.025180 0.242626
## 83 0.000000 8870.662 3858.738 0.025180 0.242626
## 84 0.000000 8881.735 3863.555 0.025180 0.242626
## 85 0.000000 8892.639 3868.298 0.091429 0.242626
## 86 0.000000 8903.393 3872.976 0.091429 0.242626
## 87 0.000000 8913.989 3877.585 0.025180 0.242626
## 88 0.000000 8924.437 3882.130 0.025180 0.242626
## 89 0.000000 8934.742 3886.613 0.025180 0.242626
## 90 0.000000 8944.904 3891.033 0.025180 0.242626
## 91 0.000000 8954.932 3895.395 0.091429 0.242626
## 92 0.000000 8964.828 3899.700 0.025180 0.242626
## 93 0.000000 8974.587 3903.945 0.091429 0.242626
## 94 0.000000 8984.222 3908.137 0.091429 0.242626
## 95 0.000000 8993.727 3912.271 0.091429 0.242626
## 96 0.000000 9000.545 3915.237 0.025180 0.242626
## 97 0.000000 9007.366 3918.204 0.025180 0.242626
## 98 0.000000 9014.181 3921.169 0.091429 0.242626
## 99 0.000000 9020.986 3924.129 0.091429 0.242626
## 100 0.000000 9027.783 3927.085 0.025180 0.242626
## 101 0.000000 9034.567 3930.037 0.025180 0.242626
## 102 0.000000 9041.337 3932.982 0.025180 0.242626
## 103 0.000000 9048.093 3935.920 0.091429 0.242626
## 104 0.000000 9054.827 3938.850 0.025180 0.242626
## 105 0.000000 9061.539 3941.770 0.025180 0.242626
## 106 0.000000 9068.228 3944.679 0.025180 0.242626
## 107 0.000000 9074.894 3947.579 0.025180 0.242626
## 108 0.000000 9081.529 3950.465 0.025180 0.242626
## 109 0.000000 9088.136 3953.339 0.091429 0.242626
## 110 0.000000 9094.714 3956.200 0.025180 0.242626
## 111 0.000000 9101.263 3959.049 0.091429 0.242626
## 112 0.000000 9107.780 3961.884 0.091429 0.242626
## 113 0.000000 9114.266 3964.706 0.025180 0.242626
## 114 0.000000 9120.718 3967.512 0.091429 0.242626
## 115 0.000000 9127.134 3970.303 0.025180 0.242626
## 116 0.000000 9133.514 3973.079 0.025180 0.242626
## 117 0.000000 9139.862 3975.840 0.025180 0.242626
## 118 0.000000 9146.174 3978.586 0.025180 0.242626
## 119 0.000000 9152.444 3981.313 0.025180 0.242626
## 120 0.000000 9158.679 3984.025 0.091429 0.242626
## 121 0.000000 9164.880 3986.723 0.025180 0.242626
## 122 0.000000 9171.037 3989.401 0.025180 0.242626
## 123 0.000000 9177.149 3992.060 0.025180 0.242626
## 124 0.000000 9183.233 3994.707 0.025180 0.242626
## 125 0.000000 9189.275 3997.335 0.025180 0.242626
## 126 0.000000 9195.276 3999.945 0.025180 0.242626
## 127 0.000000 9201.239 4002.539 0.091429 0.242626
## 128 0.000000 9207.156 4005.113 0.091429 0.242626
## 129 0.000000 9213.040 4007.673 0.091429 0.242626
## 130 0.000000 9218.881 4010.213 0.025180 0.242626
## 131 0.000000 9224.684 4012.738 0.091429 0.242626
## 132 0.000000 9230.444 4015.243 0.025180 0.242626
## 133 0.000000 9236.168 4017.733 0.025180 0.242626
## 134 0.000000 9241.852 4020.205 0.025180 0.242626
## 135 0.000000 9247.493 4022.659 0.025180 0.242626
## 136 0.000000 9253.094 4025.096 0.025180 0.242626
## 137 0.000000 9258.657 4027.516 0.025180 0.242626
## 138 0.000000 9264.172 4029.915 0.025180 0.242626
## 139 0.000000 9269.653 4032.299 0.025180 0.242626
## 140 0.000000 9275.101 4034.669 0.025180 0.242626
## 141 0.000000 9280.503 4037.019 0.091429 0.242626
## 142 0.000000 9285.868 4039.352 0.091429 0.242626
## 143 0.000000 9291.196 4041.670 0.091429 0.242626
## 144 0.000000 9296.481 4043.969 0.091429 0.242626
## 145 0.000000 9301.729 4046.252 0.091429 0.242626
## 146 0.000000 9306.942 4048.520 0.025180 0.242626
## 147 0.000000 9312.110 4050.768 0.025180 0.242626
## 148 0.000000 9317.243 4053.001 0.025180 0.242626
## 149 0.000000 9322.339 4055.218 0.025180 0.242626
## 150 0.000000 9327.398 4057.418 0.091429 0.242626
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 0.091429 0.02518 1946.942 0.025670 0.000000
## 2 0.091429 0.02518 1949.267 0.000000 0.000000
## 3 0.091429 0.02518 1949.783 0.151197 0.000000
## 4 0.091429 0.02518 1973.205 0.151197 0.000000
## 5 0.091429 0.02518 1973.205 0.000000 0.000000
## 6 0.091429 0.02518 1977.257 0.151197 0.000000
## 7 0.091429 0.02518 1993.987 0.151197 0.000000
## 8 0.091429 0.02518 1993.987 0.000000 0.000000
## 9 0.091429 0.02518 1993.987 0.000000 0.000000
## 10 0.091429 0.02518 1993.987 0.000000 0.000000
## 11 0.091429 0.02518 1993.987 0.000000 0.000000
## 12 0.091429 0.02518 1993.987 0.000000 0.000000
## 13 0.091429 0.02518 1993.987 0.000000 0.000000
## 14 0.091429 0.02518 1993.987 0.000000 0.000000
## 15 0.091429 0.02518 1993.987 0.000000 0.000000
## 16 0.091429 0.02518 1993.987 0.000000 0.000000
## 17 0.091429 0.02518 1993.987 0.000000 0.000000
## 18 0.091429 0.02518 1993.987 0.000000 0.000001
## 19 0.091429 0.02518 1993.987 0.000000 0.000001
## 20 0.091429 0.02518 1994.073 0.000000 0.000001
## 21 0.091429 0.02518 1994.539 0.000000 0.000001
## 22 0.091429 0.02518 1995.343 0.000000 0.000001
## 23 0.091429 0.02518 1996.993 0.151197 0.000000
## 24 0.091429 0.02518 1998.330 0.000000 0.000000
## 25 0.091429 0.02518 2002.191 0.151197 0.000000
## 26 0.091429 0.02518 2064.936 0.151197 0.000000
## 27 0.091429 0.02518 2092.338 0.151197 0.000000
## 28 0.091429 0.02518 2094.301 0.000000 0.000000
## 29 0.091429 0.02518 2096.359 0.000000 0.000000
## 30 0.091429 0.02518 2098.478 0.000000 0.000000
## 31 0.091429 0.02518 2100.893 0.151197 0.000000
## 32 0.091429 0.02518 2102.727 0.000000 0.000000
## 33 0.091429 0.02518 2104.550 0.000000 0.000000
## 34 0.091429 0.02518 2106.386 0.000000 0.000000
## 35 0.091429 0.02518 2108.240 0.000000 0.000000
## 36 0.091429 0.02518 2111.105 0.151197 0.000000
## 37 0.091429 0.02518 2132.791 0.151197 0.000000
## 38 0.091429 0.02518 2135.031 0.151197 0.000000
## 39 0.091429 0.02518 2136.949 0.000000 0.000000
## 40 0.091429 0.02518 2138.977 0.000000 0.000000
## 41 0.091429 0.02518 2141.026 0.000000 0.000000
## 42 0.091429 0.02518 2153.478 0.151197 0.000000
## 43 0.091429 0.02518 2175.460 0.151197 0.000000
## 44 0.091429 0.02518 2177.469 0.000000 0.000000
## 45 0.091429 0.02518 2179.488 0.000000 0.000000
## 46 0.091429 0.02518 2181.488 0.000000 0.000000
## 47 0.091429 0.02518 2185.511 0.151197 0.000000
## 48 0.091429 0.02518 2187.483 0.000000 0.000000
## 49 0.091429 0.02518 2189.438 0.000000 0.000000
## 50 0.091429 0.02518 2217.758 0.151195 0.000000
## 51 0.091429 0.02518 2219.659 0.000000 0.000000
## 52 0.091429 0.02518 2222.734 0.151197 0.000000
## 53 0.091429 0.02518 2260.167 0.151197 0.000000
## 54 0.091429 0.02518 2261.993 0.000000 0.000000
## 55 0.091429 0.02518 2263.815 0.000000 0.000000
## 56 0.091429 0.02518 2325.367 0.151197 0.000000
## 57 0.091429 0.02518 2405.271 0.151197 0.000000
## 58 0.091429 0.02518 2415.519 0.151197 0.000000
## 59 0.091429 0.02518 2419.626 0.151197 0.000000
## 60 0.091429 0.02518 2421.338 0.000000 0.000000
## 61 0.091429 0.02518 2428.864 0.151197 0.000000
## 62 0.091429 0.02518 2430.539 0.000000 0.000000
## 63 0.091429 0.02518 2441.650 0.151197 0.000000
## 64 0.091429 0.02518 2445.307 0.151197 0.000000
## 65 0.091429 0.02518 2448.213 0.151197 0.000000
## 66 0.091429 0.02518 2451.838 0.151197 0.000000
## 67 0.091429 0.02518 2481.367 0.151197 0.000000
## 68 0.091429 0.02518 2482.938 0.000000 0.000000
## 69 0.091429 0.02518 2484.493 0.000000 0.000000
## 70 0.091429 0.02518 2486.056 0.024334 0.000000
## 71 0.091429 0.02518 2494.821 0.151197 0.000000
## 72 0.091429 0.02518 2499.266 0.151197 0.000000
## 73 0.091429 0.02518 2500.758 0.000000 0.000000
## 74 0.091429 0.02518 2525.056 0.151197 0.000000
## 75 0.091429 0.02518 2551.150 0.151197 0.000000
## 76 0.091429 0.02518 2552.597 0.000000 0.000000
## 77 0.091429 0.02518 2554.031 0.000000 0.000000
## 78 0.091429 0.02518 2555.451 0.000000 0.000000
## 79 0.091429 0.02518 2556.859 0.000000 0.000000
## 80 0.091429 0.02518 2571.862 0.151197 0.000000
## 81 0.091429 0.02518 2574.153 0.150605 0.000000
## 82 0.091429 0.02518 2575.512 0.000000 0.000000
## 83 0.091429 0.02518 2576.851 0.000000 0.000000
## 84 0.091429 0.02518 2578.170 0.000000 0.000000
## 85 0.091429 0.02518 2581.312 0.151197 0.000000
## 86 0.091429 0.02518 2591.045 0.150178 0.000000
## 87 0.091429 0.02518 2592.306 0.000000 0.000000
## 88 0.091429 0.02518 2593.550 0.000000 0.000000
## 89 0.091429 0.02518 2594.777 0.000000 0.000000
## 90 0.091429 0.02518 2595.987 0.000000 0.000000
## 91 0.091429 0.02518 2603.069 0.151197 0.000000
## 92 0.091429 0.02518 2604.247 0.000000 0.000000
## 93 0.091429 0.02518 2617.364 0.151197 0.000000
## 94 0.091429 0.02518 2624.943 0.151197 0.000000
## 95 0.091429 0.02518 2626.435 0.151190 0.000000
## 96 0.091429 0.02518 2626.435 0.000000 0.000000
## 97 0.091429 0.02518 2626.435 0.000000 0.000000
## 98 0.091429 0.02518 2636.552 0.151197 0.000000
## 99 0.091429 0.02518 2641.329 0.151197 0.000000
## 100 0.091429 0.02518 2641.329 0.000000 0.000000
## 101 0.091429 0.02518 2641.329 0.000000 0.000000
## 102 0.091429 0.02518 2641.329 0.000000 0.000000
## 103 0.091429 0.02518 2659.167 0.151197 0.000000
## 104 0.091429 0.02518 2659.167 0.000000 0.000000
## 105 0.091429 0.02518 2659.167 0.000000 0.000000
## 106 0.091429 0.02518 2659.167 0.000000 0.000000
## 107 0.091429 0.02518 2659.167 0.000000 0.000000
## 108 0.091429 0.02518 2659.167 0.000000 0.000000
## 109 0.091429 0.02518 2663.033 0.151197 0.000000
## 110 0.091429 0.02518 2663.033 0.000000 0.000000
## 111 0.091429 0.02518 2667.635 0.151197 0.000000
## 112 0.091429 0.02518 2681.788 0.151197 0.000000
## 113 0.091429 0.02518 2681.788 0.000000 0.000000
## 114 0.091429 0.02518 2683.448 0.151197 0.000000
## 115 0.091429 0.02518 2683.448 0.000000 0.000000
## 116 0.091429 0.02518 2683.448 0.000000 0.000000
## 117 0.091429 0.02518 2683.448 0.000000 0.000000
## 118 0.091429 0.02518 2683.448 0.000000 0.000000
## 119 0.091429 0.02518 2683.448 0.000000 0.000000
## 120 0.091429 0.02518 2729.964 0.151197 0.000000
## 121 0.091429 0.02518 2729.964 0.000000 0.000000
## 122 0.091429 0.02518 2729.964 0.000000 0.000000
## 123 0.091429 0.02518 2729.964 0.000000 0.000000
## 124 0.091429 0.02518 2729.964 0.000000 0.000000
## 125 0.091429 0.02518 2729.964 0.000000 0.000000
## 126 0.091429 0.02518 2729.964 0.000000 0.000000
## 127 0.091429 0.02518 2733.463 0.151197 0.000000
## 128 0.091429 0.02518 2815.452 0.151197 0.000000
## 129 0.091429 0.02518 2832.547 0.151197 0.000000
## 130 0.091429 0.02518 2832.547 0.000000 0.000000
## 131 0.091429 0.02518 2844.318 0.151197 0.000000
## 132 0.091429 0.02518 2844.318 0.000000 0.000000
## 133 0.091429 0.02518 2844.318 0.000000 0.000000
## 134 0.091429 0.02518 2844.318 0.000000 0.000000
## 135 0.091429 0.02518 2844.318 0.000000 0.000000
## 136 0.091429 0.02518 2844.318 0.000000 0.000000
## 137 0.091429 0.02518 2844.318 0.000000 0.000000
## 138 0.091429 0.02518 2844.318 0.000000 0.000000
## 139 0.091429 0.02518 2844.318 0.000000 0.000000
## 140 0.091429 0.02518 2844.318 0.000000 0.000000
## 141 0.091429 0.02518 2845.794 0.151197 0.000000
## 142 0.091429 0.02518 2859.028 0.151197 0.000000
## 143 0.091429 0.02518 2862.518 0.151197 0.000000
## 144 0.091429 0.02518 2862.699 0.151197 0.000000
## 145 0.091429 0.02518 2863.064 0.151197 0.000000
## 146 0.091429 0.02518 2863.064 0.000000 0.000000
## 147 0.091429 0.02518 2863.064 0.000000 0.000000
## 148 0.091429 0.02518 2863.064 0.000000 0.000000
## 149 0.091429 0.02518 2863.064 0.000000 0.000000
## 150 0.091429 0.02518 2870.607 0.151197 0.000000
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.000000
## 2 0 0 0 0.000000 0 0.000000
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.000000
## 5 0 0 0 0.000000 0 0.000000
## 6 0 0 0 0.000000 0 0.000000
## 7 0 0 0 0.000000 0 0.000000
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.009610 0 0.009610
## 16 0 0 0 0.000000 0 0.000000
## 17 0 0 0 0.000000 0 0.000000
## 18 0 0 0 0.000000 0 0.000000
## 19 0 0 0 0.000000 0 0.000000
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.000000 0 0.000000
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.000000
## 26 0 0 0 0.000000 0 0.000000
## 27 0 0 0 0.000000 0 0.000000
## 28 0 0 0 0.009608 0 0.009608
## 29 0 0 0 0.000000 0 0.000000
## 30 0 0 0 0.000000 0 0.000000
## 31 0 0 0 0.000000 0 0.000000
## 32 0 0 0 0.009607 0 0.009607
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.000000
## 38 0 0 0 0.000000 0 0.000000
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.000000
## 43 0 0 0 0.000000 0 0.000000
## 44 0 0 0 0.000000 0 0.000000
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.003696
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.000000 0 0.000000
## 50 0 0 0 0.000000 0 0.003693
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.003693
## 53 0 0 0 0.000000 0 0.003693
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.000000
## 56 0 0 0 0.000000 0 0.003693
## 57 0 0 0 0.000000 0 0.002598
## 58 0 0 0 0.000000 0 0.003693
## 59 0 0 0 0.000000 0 0.003693
## 60 0 0 0 0.000000 0 0.000000
## 61 0 0 0 0.000000 0 0.003693
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.003692
## 64 0 0 0 0.000000 0 0.003692
## 65 0 0 0 0.000000 0 0.003692
## 66 0 0 0 0.000000 0 0.003692
## 67 0 0 0 0.000000 0 0.003692
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.000000
## 70 0 0 0 0.000000 0 0.003692
## 71 0 0 0 0.000000 0 0.003691
## 72 0 0 0 0.000000 0 0.003691
## 73 0 0 0 0.000000 0 0.000000
## 74 0 0 0 0.000000 0 0.003691
## 75 0 0 0 0.000000 0 0.003691
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.000000
## 80 0 0 0 0.000000 0 0.003690
## 81 0 0 0 0.009594 0 0.013285
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.000000
## 85 0 0 0 0.000000 0 0.003690
## 86 0 0 0 0.000000 0 0.003690
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.000000
## 91 0 0 0 0.000000 0 0.003690
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.003690
## 94 0 0 0 0.000000 0 0.003690
## 95 0 0 0 0.009592 0 0.009592
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.003689
## 99 0 0 0 0.000000 0 0.003689
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.003689
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.000000
## 109 0 0 0 0.000000 0 0.003689
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.003689
## 112 0 0 0 0.000000 0 0.003689
## 113 0 0 0 0.000000 0 0.000000
## 114 0 0 0 0.000000 0 0.003689
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.000000
## 120 0 0 0 0.000000 0 0.003688
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.003688
## 128 0 0 0 0.000000 0 0.003688
## 129 0 0 0 0.000000 0 0.003688
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.003688
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.000000
## 141 0 0 0 0.000000 0 0.003688
## 142 0 0 0 0.000000 0 0.003688
## 143 0 0 0 0.000000 0 0.003688
## 144 0 0 0 0.000000 0 0.003688
## 145 0 0 0 0.000000 0 0.003688
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.003688
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.127000 0.000000 0.000000 0.000000 0 0.000000 9.739519
## 2 0.381000 0.217446 0.000000 0.000000 0 0.000000 10.789208
## 3 0.000000 0.000000 0.000000 0.000000 0 0.000000 25.030850
## 4 0.000000 0.000000 0.000000 0.000000 0 0.000000 64.472676
## 5 0.405253 0.066249 0.000000 0.000000 0 0.000000 37.680285
## 6 0.000000 0.000000 0.000000 0.000000 0 0.000000 36.076510
## 7 0.000000 0.000000 0.000000 0.000000 0 0.000000 35.004145
## 8 0.405253 0.066249 0.000000 0.000000 0 0.000000 34.375634
## 9 0.000000 0.000000 0.000000 0.000000 0 0.000000 33.908282
## 10 0.000000 0.000000 0.000000 0.000000 0 0.000000 33.528094
## 11 0.000000 0.000000 0.000000 0.000000 0 0.000000 33.104269
## 12 0.000000 0.000000 0.000000 0.000000 0 0.000000 32.545557
## 13 0.000000 0.000000 0.000000 0.000000 0 0.000000 32.021357
## 14 0.000000 0.000000 0.000000 0.000000 0 0.000000 31.354553
## 15 0.000000 0.000000 0.752390 0.000000 0 0.000000 30.500949
## 16 0.000000 0.000000 0.752390 0.000000 0 0.000000 29.548532
## 17 0.000000 0.000000 0.752390 0.000000 0 0.000000 28.551185
## 18 0.000000 0.000000 0.752390 0.000000 0 0.000000 27.545088
## 19 0.000000 0.000000 0.752390 0.000000 0 0.000000 26.553712
## 20 0.000000 0.000000 0.752390 0.000000 0 0.000000 25.595272
## 21 0.000000 0.000000 0.752390 0.000000 0 0.000000 24.671894
## 22 0.000000 0.000000 0.752390 0.000000 0 0.000000 23.788630
## 23 0.000000 0.000000 0.752390 0.000000 0 0.000000 22.954106
## 24 0.000000 0.066249 1.157642 0.000000 0 0.000000 22.167591
## 25 0.000000 0.000000 0.000000 1.157642 0 0.000000 21.419310
## 26 0.000000 0.000000 0.000000 0.000000 0 0.000000 20.708161
## 27 0.000000 0.000000 0.000000 0.000000 0 0.000000 20.036678
## 28 0.000000 0.066249 1.157645 0.000000 0 0.000000 19.398704
## 29 0.000000 0.000000 1.157645 0.000000 0 0.000000 18.794480
## 30 0.000000 0.000000 1.157645 0.000000 0 0.000000 18.207538
## 31 0.000000 0.000000 1.239984 0.000000 0 0.000000 17.553632
## 32 0.000000 0.066249 1.899237 0.000000 0 0.000000 16.995682
## 33 0.000000 0.000000 1.899237 0.000000 0 0.000000 16.451995
## 34 0.000000 0.000000 1.899237 0.000000 0 0.000000 15.942768
## 35 0.000000 0.000000 1.899237 0.000000 0 0.000000 15.467300
## 36 0.000000 0.000000 0.000000 1.899237 0 0.000000 15.018386
## 37 0.000000 0.000000 0.000000 0.000000 0 0.000000 14.591513
## 38 0.000000 0.000000 0.000000 0.000000 0 0.000000 14.190369
## 39 0.405253 0.066249 0.000000 0.000000 0 0.000000 13.816179
## 40 0.000000 0.000000 0.000000 0.000000 0 0.000000 13.465722
## 41 0.000000 0.000000 0.000000 0.000000 0 0.000000 13.136182
## 42 0.000000 0.000000 0.000000 0.000000 0 0.000000 12.817855
## 43 0.000000 0.000000 0.000000 0.000000 0 0.000000 12.503109
## 44 0.405253 0.066249 0.000000 0.000000 0 0.000000 12.209767
## 45 0.000000 0.000000 0.000000 0.000000 0 0.000000 11.936689
## 46 0.000000 0.000000 0.000000 0.000000 0 0.000000 11.671284
## 47 0.000000 0.000000 0.000000 0.000000 0 0.000000 11.420000
## 48 0.127568 0.066248 0.000000 0.000000 0 0.000001 11.171871
## 49 0.156358 0.000000 0.000000 0.000000 0 0.000000 10.931910
## 50 0.000000 0.000000 0.000000 13.451715 0 0.000002 10.689003
## 51 0.160956 0.066049 0.000000 0.000000 0 0.000201 10.462394
## 52 0.000000 0.000000 0.000000 0.000000 0 0.000000 10.254412
## 53 0.000000 0.000000 0.000000 0.000000 0 0.000000 10.033699
## 54 0.163430 0.065856 0.000000 0.000000 0 0.000394 9.840690
## 55 0.241822 0.000000 0.000000 0.000000 0 0.000000 9.640825
## 56 0.000000 0.000000 0.000000 0.000000 0 0.000000 9.455091
## 57 0.000000 0.000000 0.000000 0.000000 0 0.000000 9.261365
## 58 0.000000 0.000000 0.000000 0.000000 0 0.000000 9.089302
## 59 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.915331
## 60 0.229811 0.064672 0.000000 0.000000 0 0.001577 8.752523
## 61 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.596010
## 62 0.301711 0.064648 0.000000 0.000000 0 0.001601 8.443910
## 63 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.296237
## 64 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.154446
## 65 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.019985
## 66 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.890150
## 67 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.764317
## 68 0.272990 0.064303 0.000000 0.000000 0 0.001947 7.642793
## 69 0.132263 0.000000 0.000000 0.000000 0 0.000000 7.522836
## 70 0.125154 0.000000 0.000000 0.000000 0 0.000000 7.407507
## 71 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.294247
## 72 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.184361
## 73 0.378537 0.064116 0.000000 0.000000 0 0.002134 7.078101
## 74 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.973837
## 75 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.870796
## 76 0.394109 0.064506 0.000000 0.000000 0 0.001744 6.772860
## 77 0.011144 0.000000 0.000000 0.000000 0 0.000000 6.675035
## 78 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.581656
## 79 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.486652
## 80 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.397423
## 81 0.000000 0.000000 0.000000 1.089589 0 0.000592 6.308745
## 82 0.164907 0.066246 0.000000 0.000000 0 0.000004 6.245686
## 83 0.240346 0.000000 0.000000 0.000000 0 0.000000 6.180557
## 84 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.118774
## 85 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.056715
## 86 0.000000 0.000000 0.000000 4.552992 0 0.001018 5.993459
## 87 0.405253 0.065652 0.000000 0.000000 0 0.000597 5.932962
## 88 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.870724
## 89 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.811323
## 90 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.750905
## 91 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.690920
## 92 0.405253 0.063329 0.000000 0.000000 0 0.002921 5.631497
## 93 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.573009
## 94 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.515586
## 95 0.000000 0.000000 0.000000 0.498408 0 0.000007 5.457763
## 96 0.405253 0.065535 0.000000 0.000000 0 0.000714 5.399954
## 97 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.342580
## 98 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.285695
## 99 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.230157
## 100 0.405253 0.064914 0.000000 0.000000 0 0.001336 5.174871
## 101 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.120079
## 102 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.065000
## 103 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.011014
## 104 0.405253 0.063080 0.000000 0.000000 0 0.003169 4.958448
## 105 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.906142
## 106 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.854623
## 107 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.803487
## 108 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.753568
## 109 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.703695
## 110 0.405253 0.063302 0.000000 0.000000 0 0.002947 4.655477
## 111 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.605955
## 112 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.558233
## 113 0.405253 0.063831 0.000000 0.000000 0 0.002419 4.511858
## 114 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.464735
## 115 0.405253 0.062919 0.000000 0.000000 0 0.003330 4.418388
## 116 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.373136
## 117 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.328627
## 118 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.283782
## 119 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.241406
## 120 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.197157
## 121 0.305256 0.066244 0.000000 0.000000 0 0.000006 4.155084
## 122 0.099996 0.000000 0.000000 0.000000 0 0.000000 4.112629
## 123 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.072642
## 124 0.000000 0.000000 0.000000 0.000000 0 0.000000 4.029606
## 125 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.989951
## 126 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.949547
## 127 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.911531
## 128 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.872810
## 129 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.832380
## 130 0.405253 0.062272 0.000000 0.000000 0 0.003978 3.795057
## 131 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.757616
## 132 0.405253 0.062310 0.000000 0.000000 0 0.003940 3.720909
## 133 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.683462
## 134 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.646968
## 135 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.612302
## 136 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.576702
## 137 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.541689
## 138 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.508638
## 139 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.473648
## 140 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.438945
## 141 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.406610
## 142 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.374332
## 143 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.340293
## 144 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.309906
## 145 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.278222
## 146 0.405253 0.062422 0.000000 0.000000 0 0.003827 3.246106
## 147 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.216782
## 148 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.183987
## 149 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.155134
## 150 0.000000 0.000000 0.000000 0.000000 0 0.000000 3.125277
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 17.056704 -0.004921 0.376831 0.55776 0.000000 0.000000 100
## 2 16.628587 -0.006176 0.103779 0.55776 0.000000 0.000000 100
## 3 16.036353 -0.006500 0.376831 0.55776 0.000000 0.000000 100
## 4 14.548687 -0.006011 0.376831 0.55776 0.405253 1.000000 100
## 5 14.642892 -0.005289 0.103779 0.55776 0.000000 0.000000 100
## 6 15.285749 -0.005380 0.376831 0.55776 0.405253 1.000000 100
## 7 15.986004 -0.005592 0.376831 0.55776 0.405253 1.000000 100
## 8 16.670523 -0.004311 0.103779 0.55776 0.000000 0.000000 100
## 9 17.256799 -0.003338 0.103779 0.55776 0.000000 0.000000 100
## 10 18.310419 -0.003906 0.103779 0.55776 0.000000 0.000000 100
## 11 19.591467 -0.004049 0.103779 0.55776 0.000000 0.000000 100
## 12 20.880387 -0.003731 0.103779 0.55776 0.000000 0.000000 100
## 13 21.942225 -0.003936 0.103779 0.55776 0.000000 0.000000 100
## 14 22.877247 -0.003833 0.103779 0.55776 0.000000 0.000000 100
## 15 23.673469 -0.003117 0.103779 0.55776 0.000000 0.000000 100
## 16 24.345171 -0.002547 0.103779 0.55776 0.000000 0.000000 100
## 17 24.879004 -0.002697 0.103779 0.55776 0.000000 0.000000 100
## 18 25.302562 -0.003239 0.103779 0.55776 0.000000 0.000000 100
## 19 25.607431 -0.002604 0.103779 0.55776 0.000000 0.000000 100
## 20 25.824161 -0.002749 0.103779 0.55776 0.000000 0.000000 100
## 21 25.907926 -0.002747 0.103779 0.55776 0.000000 0.000000 100
## 22 25.923202 -0.003256 0.103779 0.55776 0.000000 0.000000 100
## 23 25.847795 -0.004421 0.376831 0.55776 0.405253 1.000000 100
## 24 25.715807 -0.005374 0.103779 0.55776 0.000000 0.000000 100
## 25 25.515459 -0.005448 0.376831 0.55776 0.405253 1.000000 100
## 26 25.247275 -0.006164 0.376831 0.55776 0.405253 1.000000 100
## 27 24.942285 -0.004434 0.376831 0.55776 0.405253 1.000000 100
## 28 24.608618 -0.003152 0.103779 0.55776 0.000000 0.000000 100
## 29 24.256574 -0.002952 0.103779 0.55776 0.000000 0.000000 100
## 30 23.829010 -0.003333 0.103779 0.55776 0.000000 0.000000 100
## 31 23.142605 -0.004086 0.376831 0.55776 0.405253 1.000000 100
## 32 21.863366 -0.002791 0.103779 0.55776 0.000000 0.000000 100
## 33 21.289479 -0.003241 0.103779 0.55776 0.000000 0.000000 100
## 34 20.813096 -0.004319 0.103779 0.55776 0.000000 0.000000 100
## 35 20.387041 -0.004536 0.103779 0.55776 0.000000 0.000000 100
## 36 19.929373 -0.005761 0.376831 0.55776 0.405253 1.000000 100
## 37 19.451025 -0.005797 0.376831 0.55776 0.405253 1.000000 100
## 38 19.159522 -0.004576 0.376831 0.55776 0.405253 1.000000 100
## 39 18.904476 -0.004025 0.103779 0.55776 0.000000 0.000000 100
## 40 18.847496 -0.004265 0.103779 0.55776 0.000000 0.000000 100
## 41 18.573809 -0.004663 0.103779 0.55776 0.000000 0.000000 100
## 42 18.033370 -0.004972 0.376831 0.55776 0.405253 1.000000 100
## 43 17.660084 -0.005489 0.376831 0.55776 0.405253 1.000000 100
## 44 17.541044 -0.004148 0.103779 0.55776 0.000000 0.000000 100
## 45 17.295777 -0.003312 0.103779 0.55776 0.000000 0.000000 100
## 46 16.977110 -0.004098 0.103779 0.55776 0.000000 0.000000 100
## 47 16.708825 -0.004383 0.376831 0.55776 0.405253 1.000000 100
## 48 16.404089 -0.003402 0.103779 0.55776 0.277685 0.685213 100
## 49 16.119533 -0.003567 0.103779 0.55776 0.121327 0.299386 100
## 50 15.830710 -0.003816 0.376831 0.55776 0.405253 1.000000 100
## 51 15.508850 -0.003366 0.103779 0.55776 0.244297 0.602826 100
## 52 15.002556 -0.004452 0.376831 0.55776 0.405253 1.000000 100
## 53 14.733756 -0.000046 0.376831 0.55776 0.405253 1.000000 100
## 54 14.685920 -0.003568 0.103779 0.55776 0.241822 0.596720 100
## 55 14.475883 -0.005046 0.103779 0.55776 0.000000 0.000000 100
## 56 14.229090 -0.004722 0.376831 0.55776 0.405253 1.000000 100
## 57 13.969763 0.006756 0.376831 0.55776 0.405253 1.000000 100
## 58 13.362615 0.017534 0.376831 0.55776 0.405253 1.000000 100
## 59 13.478892 0.010692 0.376831 0.55776 0.405253 1.000000 100
## 60 13.295652 0.001273 0.103779 0.55776 0.175442 0.432920 100
## 61 13.092893 -0.006170 0.376831 0.55776 0.405253 1.000000 100
## 62 12.886847 0.000002 0.103779 0.55776 0.103542 0.255500 100
## 63 12.688202 -0.004980 0.376831 0.55776 0.405253 1.000000 100
## 64 12.500969 0.014594 0.376831 0.55776 0.405253 1.000000 100
## 65 12.322416 0.018320 0.376831 0.55776 0.405253 1.000000 100
## 66 12.149912 0.014740 0.376831 0.55776 0.405253 1.000000 100
## 67 11.979834 0.011132 0.376831 0.55776 0.405253 1.000000 100
## 68 11.811257 0.001876 0.103779 0.55776 0.132263 0.326372 100
## 69 11.648743 -0.007509 0.103779 0.55776 0.000000 0.000000 100
## 70 11.490750 -0.006350 0.376831 0.55776 0.000000 0.000000 100
## 71 11.338729 0.037016 0.376831 0.55776 0.405253 1.000000 100
## 72 11.181512 0.025517 0.376831 0.55776 0.405253 1.000000 100
## 73 11.036563 0.002076 0.103779 0.55776 0.026716 0.065923 100
## 74 10.893149 -0.003971 0.376831 0.55776 0.405253 1.000000 100
## 75 10.751456 0.025511 0.376831 0.55776 0.405253 1.000000 100
## 76 10.614293 0.000158 0.103779 0.55776 0.011144 0.027499 100
## 77 10.480060 -0.005166 0.103779 0.55776 0.000000 0.000000 100
## 78 10.349019 -0.005465 0.103779 0.55776 0.000000 0.000000 100
## 79 10.222670 -0.006020 0.103779 0.55776 0.000000 0.000000 100
## 80 10.097147 -0.003725 0.376831 0.55776 0.405253 1.000000 100
## 81 9.974317 0.005209 0.376831 0.55776 0.405253 1.000000 100
## 82 9.853452 -0.002946 0.103779 0.55776 0.240346 0.593077 100
## 83 9.733951 -0.004006 0.103779 0.55776 0.000000 0.000000 100
## 84 9.617104 -0.005229 0.103779 0.55776 0.000000 0.000000 100
## 85 9.501602 -0.003797 0.376831 0.55776 0.405253 1.000000 100
## 86 9.391166 0.006312 0.376831 0.55776 0.405253 1.000000 100
## 87 9.280834 -0.001284 0.103779 0.55776 0.000000 0.000000 100
## 88 9.171644 -0.003528 0.103779 0.55776 0.000000 0.000000 100
## 89 9.067243 -0.004899 0.103779 0.55776 0.000000 0.000000 100
## 90 8.961462 -0.006281 0.103779 0.55776 0.000000 0.000000 100
## 91 8.859151 -0.004780 0.376831 0.55776 0.405253 1.000000 100
## 92 8.757893 0.001015 0.103779 0.55776 0.000000 0.000000 100
## 93 8.656512 -0.004613 0.376831 0.55776 0.405253 1.000000 100
## 94 8.559763 0.030417 0.376831 0.55776 0.405253 1.000000 100
## 95 8.460540 -0.002722 0.376831 0.55776 0.405253 1.000000 100
## 96 8.365936 -0.001241 0.103779 0.55776 0.000000 0.000000 100
## 97 8.309695 -0.004690 0.103779 0.55776 0.000000 0.000000 100
## 98 8.250280 -0.003607 0.376831 0.55776 0.405253 1.000000 100
## 99 8.190126 0.022582 0.376831 0.55776 0.405253 1.000000 100
## 100 8.131565 -0.000331 0.103779 0.55776 0.000000 0.000000 100
## 101 8.071169 -0.004927 0.103779 0.55776 0.000000 0.000000 100
## 102 8.010162 -0.006967 0.103779 0.55776 0.000000 0.000000 100
## 103 7.949725 -0.004510 0.376831 0.55776 0.405253 1.000000 100
## 104 7.887627 0.002139 0.103779 0.55776 0.000000 0.000000 100
## 105 7.826191 -0.005424 0.103779 0.55776 0.000000 0.000000 100
## 106 7.764331 -0.024574 0.103779 0.55776 0.000000 0.000000 100
## 107 7.703212 -0.026203 0.103779 0.55776 0.000000 0.000000 100
## 108 7.639506 -0.026805 0.103779 0.55776 0.000000 0.000000 100
## 109 7.577780 -0.022949 0.376831 0.55776 0.405253 1.000000 100
## 110 7.516912 -0.019782 0.103779 0.55776 0.000000 0.000000 100
## 111 7.454700 -0.024976 0.376831 0.55776 0.405253 1.000000 100
## 112 7.393388 0.009173 0.376831 0.55776 0.405253 1.000000 100
## 113 7.332997 -0.022811 0.103779 0.55776 0.000000 0.000000 100
## 114 7.271319 -0.027184 0.376831 0.55776 0.405253 1.000000 100
## 115 7.209490 -0.022374 0.103779 0.55776 0.000000 0.000000 100
## 116 7.148616 -0.032139 0.103779 0.55776 0.000000 0.000000 100
## 117 7.089813 -0.034957 0.103779 0.55776 0.000000 0.000000 100
## 118 7.029792 -0.036765 0.103779 0.55776 0.000000 0.000000 100
## 119 6.968595 -0.038654 0.103779 0.55776 0.000000 0.000000 100
## 120 6.909490 -0.036459 0.376831 0.55776 0.405253 1.000000 100
## 121 6.852417 -0.038557 0.103779 0.55776 0.099996 0.246750 100
## 122 6.790880 -0.043073 0.103779 0.55776 0.000000 0.000000 100
## 123 6.731460 -0.049012 0.103779 0.55776 0.000000 0.000000 100
## 124 6.676350 -0.049793 0.103779 0.55776 0.000000 0.000000 100
## 125 6.618024 -0.054022 0.103779 0.55776 0.000000 0.000000 100
## 126 6.559753 -0.059456 0.103779 0.55776 0.000000 0.000000 100
## 127 6.505752 -0.062691 0.376831 0.55776 0.405253 1.000000 100
## 128 6.446427 -0.034077 0.376831 0.55776 0.405253 1.000000 100
## 129 6.392264 -0.031415 0.376831 0.55776 0.405253 1.000000 100
## 130 6.335930 -0.080007 0.103779 0.55776 0.000000 0.000000 100
## 131 6.281722 -0.109829 0.376831 0.55776 0.405253 1.000000 100
## 132 6.226506 -0.128858 0.103779 0.55776 0.000000 0.000000 100
## 133 6.173403 -0.183824 0.103779 0.55776 0.000000 0.000000 100
## 134 6.119311 -0.270909 0.103779 0.55776 0.000000 0.000000 100
## 135 6.066306 -0.536998 0.103779 0.55776 0.000000 0.000000 100
## 136 6.013344 -0.008285 0.103779 0.55776 0.000000 0.000000 100
## 137 5.961447 -0.008746 0.103779 0.55776 0.000000 0.000000 100
## 138 5.907573 -0.008879 0.103779 0.55776 0.000000 0.000000 100
## 139 5.857819 -0.009162 0.103779 0.55776 0.000000 0.000000 100
## 140 5.809112 -0.008498 0.103779 0.55776 0.000000 0.000000 100
## 141 5.756415 -0.004638 0.376831 0.55776 0.405253 1.000000 100
## 142 5.707804 0.065718 0.376831 0.55776 0.405253 1.000000 100
## 143 5.658238 0.065404 0.376831 0.55776 0.405253 1.000000 100
## 144 5.608726 0.065581 0.376831 0.55776 0.405253 1.000000 100
## 145 5.561261 0.060150 0.376831 0.55776 0.405253 1.000000 100
## 146 5.513845 -0.000387 0.103779 0.55776 0.000000 0.000000 100
## 147 5.464505 -0.010048 0.103779 0.55776 0.000000 0.000000 100
## 148 5.417205 -0.010228 0.103779 0.55776 0.000000 0.000000 100
## 149 5.371927 -0.010486 0.103779 0.55776 0.000000 0.000000 100
## 150 5.325712 -0.005573 0.376831 0.55776 0.405253 1.000000 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.015399 0 0 0.254 0.000092 0.000000
## 2 0.000000 0.015400 0 0 0.762 0.000276 0.000000
## 3 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 4 0.000000 0.015400 0 0 32.766 0.023422 0.000000
## 5 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 6 0.000000 0.015400 0 0 6.096 0.004119 0.000000
## 7 0.000000 0.015400 0 0 23.114 0.016729 0.000000
## 8 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 9 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 10 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 11 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 12 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 13 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 14 0.000000 0.015400 0 0 0.000 0.000000 0.000000
## 15 0.000000 0.015400 0 0 0.762 0.000000 0.000000
## 16 0.000000 0.015399 0 0 0.000 0.000000 0.000000
## 17 0.000000 0.015399 0 0 0.000 0.000000 0.000000
## 18 0.000000 0.015399 0 0 0.000 0.000000 0.000000
## 19 0.000000 0.015399 0 0 0.000 0.000000 0.000000
## 20 0.000000 0.015399 0 0 0.000 0.000000 0.000000
## 21 0.000000 0.015399 0 0 0.000 0.000000 0.000000
## 22 0.000000 0.015399 0 0 0.000 0.000000 0.000000
## 23 0.000000 0.015397 0 0 1.270 0.000626 0.000000
## 24 0.000000 0.015397 0 0 0.000 0.000000 0.000000
## 25 0.000000 0.015397 0 0 2.540 0.002383 0.000000
## 26 0.000000 0.015397 0 0 84.328 0.061035 0.000000
## 27 0.000000 0.015397 0 0 35.306 0.025554 0.000000
## 28 0.000000 0.015397 0 0 0.762 0.000000 0.000000
## 29 0.000000 0.015397 0 0 0.000 0.000000 0.000000
## 30 0.000000 0.015397 0 0 0.000 0.000000 0.000000
## 31 0.000000 0.015395 0 0 1.016 0.000375 0.000000
## 32 0.000000 0.015395 0 0 0.254 0.000000 0.000000
## 33 0.000000 0.015395 0 0 0.000 0.000000 0.000000
## 34 0.000000 0.015395 0 0 0.000 0.000000 0.000000
## 35 0.000000 0.015395 0 0 0.000 0.000000 0.000000
## 36 0.000000 0.015395 0 0 0.000 0.001081 0.000000
## 37 0.000000 0.015395 0 0 27.432 0.019855 0.000000
## 38 0.000000 0.015395 0 0 0.508 0.000368 0.000000
## 39 0.000000 0.015391 0 0 0.000 0.000000 0.000000
## 40 0.000000 0.015391 0 0 0.000 0.000000 0.000000
## 41 0.000000 0.015391 0 0 0.000 0.000000 0.000000
## 42 0.000000 0.015391 0 0 14.986 0.010553 0.000000
## 43 0.000000 0.015391 0 0 27.686 0.020038 0.000000
## 44 0.000000 0.015391 0 0 0.000 0.000000 0.000000
## 45 0.000000 0.015391 0 0 0.000 0.000000 0.000000
## 46 0.000000 0.015391 0 0 0.000 0.000000 0.000000
## 47 0.000000 0.015388 0 0 3.302 0.002097 31.860928
## 48 0.001377 0.015388 0 0 0.000 0.000000 0.000000
## 49 0.001725 0.015388 0 0 0.000 0.000000 0.000000
## 50 0.000814 0.015388 0 0 36.830 0.026449 0.000000
## 51 0.001834 0.015388 0 0 0.000 0.000000 0.000000
## 52 0.000000 0.015388 0 0 2.032 0.001352 46.946797
## 53 0.000000 0.015388 0 0 49.276 0.035662 28.587700
## 54 0.001936 0.015388 0 0 0.000 0.000000 0.000000
## 55 0.006251 0.015385 0 0 0.000 0.000000 0.000000
## 56 0.000000 0.015385 0 0 83.058 0.059819 56.555230
## 57 0.000000 0.015385 0 0 107.950 0.078129 0.817498
## 58 0.000000 0.015385 0 0 11.938 0.008639 14.095544
## 59 0.000000 0.015385 0 0 3.302 0.002387 33.397012
## 60 0.005821 0.015385 0 0 0.000 0.000000 0.000000
## 61 0.000000 0.015385 0 0 8.382 0.005898 102.016747
## 62 0.007384 0.015385 0 0 0.000 0.000000 0.000000
## 63 0.000000 0.015381 0 0 13.462 0.009522 109.439026
## 64 0.000000 0.015381 0 0 2.794 0.002020 523.997789
## 65 0.000000 0.015381 0 0 1.778 0.001284 148.463132
## 66 0.000000 0.015381 0 0 2.794 0.002020 5.932436
## 67 0.000000 0.015381 0 0 38.608 0.027941 2.310659
## 68 0.007466 0.015381 0 0 0.000 0.000000 0.000000
## 69 0.007722 0.015381 0 0 0.000 0.000000 0.000000
## 70 0.000000 0.015381 0 0 0.254 0.000091 0.000000
## 71 0.000000 0.015378 0 0 10.414 0.007241 268.127267
## 72 0.000000 0.015378 0 0 4.064 0.002939 341.583877
## 73 0.009867 0.015378 0 0 0.000 0.000000 0.000000
## 74 0.000000 0.015378 0 0 32.004 0.022887 112.741865
## 75 0.000000 0.015378 0 0 34.036 0.024632 224.026111
## 76 0.009583 0.015378 0 0 0.000 0.000000 0.000000
## 77 0.014233 0.015378 0 0 0.000 0.000000 0.000000
## 78 0.016438 0.015378 0 0 0.000 0.000000 0.000000
## 79 0.014191 0.015375 0 0 0.000 0.000000 0.000000
## 80 0.000000 0.015375 0 0 19.304 0.013676 93.973019
## 81 0.006347 0.015375 0 0 1.270 0.000910 0.000000
## 82 0.003661 0.015375 0 0 0.000 0.000000 0.000000
## 83 0.012049 0.015375 0 0 0.000 0.000000 0.000000
## 84 0.008423 0.015375 0 0 0.000 0.000000 0.000000
## 85 0.000000 0.015375 0 0 3.048 0.001910 130.196389
## 86 0.005828 0.015375 0 0 11.684 0.008454 0.000000
## 87 0.009948 0.015373 0 0 0.000 0.000000 0.000000
## 88 0.006596 0.015373 0 0 0.000 0.000000 0.000000
## 89 0.017733 0.015373 0 0 0.000 0.000000 0.000000
## 90 0.018896 0.015373 0 0 0.000 0.000000 0.000000
## 91 0.000000 0.015373 0 0 8.636 0.005955 1818.375149
## 92 0.022391 0.015373 0 0 0.000 0.000000 0.000000
## 93 0.000000 0.015373 0 0 17.018 0.012021 253.214666
## 94 0.000000 0.015373 0 0 8.890 0.006432 3148.305165
## 95 0.003538 0.015371 0 0 0.508 0.000361 0.000000
## 96 0.010366 0.015371 0 0 0.000 0.000000 0.000000
## 97 0.013854 0.015371 0 0 0.000 0.000000 0.000000
## 98 0.000000 0.015371 0 0 14.478 0.010183 300.558188
## 99 0.000000 0.015371 0 0 6.604 0.004777 1625.259365
## 100 0.009216 0.015371 0 0 0.000 0.000000 0.000000
## 101 0.011217 0.015371 0 0 0.000 0.000000 0.000000
## 102 0.020697 0.015371 0 0 0.000 0.000000 0.000000
## 103 0.000000 0.015369 0 0 25.146 0.017904 472.632789
## 104 0.023019 0.015369 0 0 0.000 0.000000 0.000000
## 105 0.024598 0.015369 0 0 0.000 0.000000 0.000000
## 106 0.032689 0.015369 0 0 0.000 0.000000 0.000000
## 107 0.035343 0.015369 0 0 0.000 0.000000 0.000000
## 108 0.027763 0.015369 0 0 0.000 0.000000 0.000000
## 109 0.000000 0.015369 0 0 5.842 0.003932 5038.120673
## 110 0.027651 0.015369 0 0 0.000 0.000000 0.000000
## 111 0.000000 0.015367 0 0 6.858 0.004668 1551.309721
## 112 0.000000 0.015367 0 0 19.558 0.014153 2768.721912
## 113 0.018661 0.015367 0 0 0.000 0.000000 0.000000
## 114 0.000000 0.015367 0 0 2.794 0.001726 725.953420
## 115 0.022586 0.015367 0 0 0.000 0.000000 0.000000
## 116 0.025831 0.015367 0 0 0.000 0.000000 0.000000
## 117 0.034535 0.015367 0 0 0.000 0.000000 0.000000
## 118 0.030038 0.015367 0 0 0.000 0.000000 0.000000
## 119 0.021983 0.015366 0 0 0.000 0.000000 0.000000
## 120 0.000000 0.015366 0 0 64.770 0.046583 3983.187032
## 121 0.006335 0.015366 0 0 0.000 0.000000 0.000000
## 122 0.033785 0.015366 0 0 0.000 0.000000 0.000000
## 123 0.049627 0.015366 0 0 0.000 0.000000 0.000000
## 124 0.026405 0.015366 0 0 0.000 0.000000 0.000000
## 125 0.034646 0.015366 0 0 0.000 0.000000 0.000000
## 126 0.026047 0.015366 0 0 0.000 0.000000 0.000000
## 127 0.000000 0.015365 0 0 5.334 0.003565 95.794081
## 128 0.000000 0.015365 0 0 113.284 0.081990 83.103532
## 129 0.000000 0.015365 0 0 23.622 0.017094 258.468740
## 130 0.019200 0.015365 0 0 0.000 0.000000 0.000000
## 131 0.000000 0.015365 0 0 16.764 0.011837 1291.566640
## 132 0.030505 0.015365 0 0 0.000 0.000000 0.000000
## 133 0.034440 0.015365 0 0 0.000 0.000000 0.000000
## 134 0.028325 0.015365 0 0 0.000 0.000000 0.000000
## 135 0.040938 0.015364 0 0 0.000 0.000000 0.000000
## 136 0.048938 0.015364 0 0 0.000 0.000000 0.000000
## 137 0.044690 0.015364 0 0 0.000 0.000000 0.000000
## 138 0.048048 0.015364 0 0 0.000 0.000000 0.000000
## 139 0.052414 0.015364 0 0 0.000 0.000000 0.000000
## 140 0.026112 0.015364 0 0 0.000 0.000000 0.000000
## 141 0.000000 0.015364 0 0 2.540 0.001542 2251.071313
## 142 0.000000 0.015364 0 0 18.288 0.013234 3938.498677
## 143 0.000000 0.015363 0 0 4.826 0.003490 2454.384094
## 144 0.000000 0.015363 0 0 0.254 0.000181 4200.597450
## 145 0.000000 0.015363 0 0 0.508 0.000365 4945.125324
## 146 0.046878 0.015363 0 0 0.000 0.000000 0.000000
## 147 0.051086 0.015363 0 0 0.000 0.000000 0.000000
## 148 0.053315 0.015363 0 0 0.000 0.000000 0.000000
## 149 0.053224 0.015363 0 0 0.000 0.000000 0.000000
## 150 0.000000 0.015363 0 0 10.922 0.007609 2593.011747
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 2 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 3 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 4 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 5 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 6 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 7 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 8 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 9 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 10 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 11 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 12 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 13 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 14 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 15 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 16 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 17 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 18 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 19 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 20 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 21 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 22 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 23 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 24 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 25 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 26 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 27 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 28 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 29 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 30 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 31 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 32 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 33 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 34 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 35 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 36 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 37 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 38 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 39 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 40 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 41 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 42 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 43 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 44 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 45 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 46 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 47 470.9730 3.589153 55.38215 0 31.860928 470.9730
## 48 183.4662 6.928397 66.02059 0 61.503403 560.4517
## 49 194.3526 11.427569 70.55511 0 101.442574 597.4403
## 50 0.0000 1.101098 35.66564 0 9.774455 303.7554
## 51 186.2117 7.519489 67.08212 0 66.750533 569.2836
## 52 526.6368 5.288586 61.98364 0 46.946797 526.6368
## 53 454.7999 3.220422 53.46956 0 28.587700 454.7999
## 54 171.3516 5.119692 61.45720 0 45.447529 522.2104
## 55 516.0910 18.592121 185.50531 0 165.138747 1575.2879
## 56 1098.9114 6.367262 129.12552 0 56.555230 1098.9114
## 57 158.0383 0.092038 18.53483 0 0.817498 158.0383
## 58 610.6479 1.586945 71.66973 0 14.095544 610.6479
## 59 888.7328 3.759998 104.36957 0 33.397012 888.7328
## 60 360.1629 6.284989 128.47496 0 55.824460 1093.3930
## 61 1360.9470 11.485540 160.06922 0 102.016747 1360.9470
## 62 476.1700 13.995554 170.69185 0 124.311161 1450.6269
## 63 1320.0245 12.311795 155.28441 0 109.439026 1320.0245
## 64 1924.7023 58.949294 228.10007 0 523.997789 1924.7023
## 65 1466.4599 16.701973 172.63484 0 148.463132 1466.4599
## 66 372.9848 0.667394 43.76161 0 5.932436 372.9848
## 67 237.3168 0.259947 27.83718 0 2.310659 237.3168
## 68 373.4966 8.243970 133.43774 0 73.280306 1135.1305
## 69 419.0866 11.200913 150.00126 0 99.564440 1275.3563
## 70 440.6456 12.891049 157.87525 0 114.587990 1341.9176
## 71 2350.6107 30.144548 276.80985 0 268.127267 2350.6107
## 72 2545.6138 38.403001 300.00124 0 341.583877 2545.6138
## 73 812.4179 35.523970 292.55220 0 315.975703 2483.0554
## 74 1690.4362 12.675147 198.71115 0 112.741865 1690.4362
## 75 2185.6814 25.186420 257.27521 0 224.026111 2185.6814
## 76 904.7072 53.843461 327.73181 0 478.922420 2776.9073
## 77 1012.6241 119.371963 374.87798 0 1061.779979 3156.8956
## 78 1003.7776 141.211995 374.72074 0 1256.040911 3148.1894
## 79 1005.4446 85.031886 367.25561 0 756.753996 3104.4875
## 80 1505.1863 10.559182 176.89051 0 93.973019 1505.1863
## 81 0.0000 62.417482 340.59519 0 555.493723 2884.4733
## 82 637.7377 19.567190 228.42308 0 174.141139 1941.7534
## 83 974.4334 234.661936 375.95878 0 2088.409014 3130.0077
## 84 790.4605 35.195452 284.56447 0 313.227188 2415.4722
## 85 1726.5448 14.629384 203.00078 0 130.196389 1726.5448
## 86 0.0000 38.333730 293.04712 0 341.156765 2486.7956
## 87 1105.1675 175.751263 413.75385 0 1564.869655 3473.4175
## 88 1056.6491 104.142411 387.45645 0 927.272414 3271.6819
## 89 913.5827 334.550897 366.12004 0 2978.803894 3017.1709
## 90 1103.5327 182.794662 414.07146 0 1627.583296 3473.9087
## 91 3459.9111 204.222587 413.22122 0 1818.375149 3459.9111
## 92 1076.2614 225.925677 409.90381 0 2011.617046 3424.7853
## 93 2202.9997 28.438661 259.35646 0 253.214666 2202.9997
## 94 2915.4357 353.587666 354.89410 0 3148.305165 2915.4357
## 95 0.0000 24.209179 240.23417 0 215.644261 2041.4889
## 96 1144.3143 214.796188 431.75369 0 1913.305878 3616.7327
## 97 1115.7660 260.729928 427.31282 0 2322.462552 3564.8403
## 98 2322.5704 33.741993 273.53254 0 300.558188 2322.5704
## 99 3603.5592 182.458811 429.05198 0 1625.259365 3603.5592
## 100 1092.6564 116.214385 401.29284 0 1035.184415 3387.0269
## 101 1117.4620 133.475154 412.20771 0 1188.935419 3474.8486
## 102 1148.5419 190.419500 430.24229 0 1696.169523 3611.2816
## 103 3166.5025 53.041094 373.11978 0 472.632789 3166.5025
## 104 1528.4110 338.924470 581.91129 0 3020.051175 4862.4667
## 105 1456.5763 431.534628 567.57888 0 3845.271662 4712.7735
## 106 1464.2572 394.629891 565.87294 0 3516.424962 4709.1653
## 107 1512.8116 315.897981 573.62541 0 2814.869251 4798.6257
## 108 1454.9503 177.775571 536.56965 0 1584.103150 4523.5375
## 109 4164.4359 565.401803 507.93913 0 5038.120673 4164.4359
## 110 1197.2775 592.308532 495.03371 0 5277.878217 4046.3923
## 111 4560.4969 174.042345 540.61254 0 1551.309721 4560.4969
## 112 4963.0436 310.624531 592.43459 0 2768.721912 4963.0436
## 113 1534.2017 411.398038 591.36664 0 3666.956884 4924.8431
## 114 3652.1719 81.445139 430.97648 0 725.953420 3652.1719
## 115 1568.9284 330.314115 594.19343 0 2944.223122 4972.3601
## 116 1482.8292 473.247932 580.39838 0 4218.249969 4813.4424
## 117 1489.4321 466.380884 581.93458 0 4157.041197 4828.5267
## 118 1570.2697 304.132642 591.61024 0 2710.857080 4957.8871
## 119 1428.8680 148.784748 522.97528 0 1326.525118 4418.4067
## 120 5090.9318 446.759334 611.67395 0 3983.187032 5090.9318
## 121 1093.7034 64.401439 394.66000 0 574.186044 3347.8140
## 122 818.3559 981.625274 401.74501 0 8751.909052 3149.7805
## 123 1276.2563 722.209487 534.32031 0 6439.027107 4353.5833
## 124 1499.9641 547.775287 593.65114 0 4883.818320 4908.7548
## 125 1101.4275 829.713140 484.66677 0 7397.500999 3899.8071
## 126 1617.5412 351.635583 612.92247 0 3135.089044 5128.3846
## 127 1540.3086 10.741991 180.94843 0 95.794081 1540.3086
## 128 1441.4067 9.318920 169.30617 0 83.103532 1441.4067
## 129 2407.1284 28.983721 283.17276 0 258.468740 2407.1284
## 130 1504.5308 178.606038 552.73414 0 1592.758856 4664.9053
## 131 4403.3803 144.831466 520.97845 0 1291.566640 4403.3803
## 132 1587.8682 539.961340 622.57322 0 4815.224702 5160.9135
## 133 1594.3326 531.583563 623.92753 0 4740.514022 5174.7741
## 134 1536.1427 598.514077 610.78996 0 5337.381686 5044.2722
## 135 1314.2601 836.034832 557.51471 0 7456.489423 4527.4161
## 136 1348.5329 783.712696 563.88817 0 6989.834882 4596.0128
## 137 1578.7654 571.350289 622.02765 0 5095.801307 5149.6643
## 138 1515.8831 640.933312 607.42407 0 5716.403530 5006.1772
## 139 1441.4742 709.354099 588.61055 0 6326.639912 4827.1007
## 140 1495.7365 179.883084 549.50202 0 1604.354582 4637.6400
## 141 5008.8152 252.394112 595.33590 0 2251.071313 5008.8152
## 142 5285.9292 441.591464 633.86435 0 3938.498677 5285.9292
## 143 5137.9623 275.143882 611.05062 0 2454.384094 5137.9623
## 144 5406.3804 470.899682 648.66023 0 4200.597450 5406.3804
## 145 5348.9815 554.363510 644.54717 0 4945.125324 5348.9815
## 146 1656.0156 544.998403 645.44510 0 4861.585149 5359.1442
## 147 1638.9448 573.135301 642.44583 0 5112.576573 5326.0398
## 148 1619.3594 601.360539 638.56562 0 5364.356023 5285.3984
## 149 1644.9244 563.743288 643.54663 0 5028.796375 5337.9398
## 150 5188.0383 290.684462 617.40926 0 2593.011747 5188.0383
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 0.000000 0.000000 0.00000 0 0
## 2 0 0.000000 0.000000 0.00000 0 0
## 3 0 0.000000 0.000000 0.00000 0 0
## 4 0 0.000000 0.000000 0.00000 0 0
## 5 0 0.000000 0.000000 0.00000 0 0
## 6 0 0.000000 0.000000 0.00000 0 0
## 7 0 0.000000 0.000000 0.00000 0 0
## 8 0 0.000000 0.000000 0.00000 0 0
## 9 0 0.000000 0.000000 0.00000 0 0
## 10 0 0.000000 0.000000 0.00000 0 0
## 11 0 0.000000 0.000000 0.00000 0 0
## 12 0 0.000000 0.000000 0.00000 0 0
## 13 0 0.000000 0.000000 0.00000 0 0
## 14 0 0.000000 0.000000 0.00000 0 0
## 15 0 0.000000 0.000000 0.00000 0 0
## 16 0 0.000000 0.000000 0.00000 0 0
## 17 0 0.000000 0.000000 0.00000 0 0
## 18 0 0.000000 0.000000 0.00000 0 0
## 19 0 0.000000 0.000000 0.00000 0 0
## 20 0 0.000000 0.000000 0.00000 0 0
## 21 0 0.000000 0.000000 0.00000 0 0
## 22 0 0.000000 0.000000 0.00000 0 0
## 23 0 0.000000 0.000000 0.00000 0 0
## 24 0 0.000000 0.000000 0.00000 0 0
## 25 0 0.000000 0.000000 0.00000 0 0
## 26 0 0.000000 0.000000 0.00000 0 0
## 27 0 0.000000 0.000000 0.00000 0 0
## 28 0 0.000000 0.000000 0.00000 0 0
## 29 0 0.000000 0.000000 0.00000 0 0
## 30 0 0.000000 0.000000 0.00000 0 0
## 31 0 0.000000 0.000000 0.00000 0 0
## 32 0 0.000000 0.000000 0.00000 0 0
## 33 0 0.000000 0.000000 0.00000 0 0
## 34 0 0.000000 0.000000 0.00000 0 0
## 35 0 0.000000 0.000000 0.00000 0 0
## 36 0 0.000000 0.000000 0.00000 0 0
## 37 0 0.000000 0.000000 0.00000 0 0
## 38 0 0.000000 0.000000 0.00000 0 0
## 39 0 0.000000 0.000000 0.00000 0 0
## 40 0 0.000000 0.000000 0.00000 0 0
## 41 0 0.000000 0.000000 0.00000 0 0
## 42 0 0.000000 0.000000 0.00000 0 0
## 43 0 0.000000 0.000000 0.00000 0 0
## 44 0 0.000000 0.000000 0.00000 0 0
## 45 0 0.000000 0.000000 0.00000 0 0
## 46 0 0.000000 0.000000 0.00000 0 0
## 47 0 18.706271 0.000000 0.00000 0 0
## 48 0 34.578822 0.000000 0.00000 0 0
## 49 0 38.952478 0.000000 0.00000 0 0
## 50 0 8.139935 1.466168 45.56332 0 0
## 51 0 33.615788 0.000000 0.00000 0 0
## 52 0 22.679305 0.000000 0.00000 0 0
## 53 0 17.650789 0.000000 0.00000 0 0
## 54 0 28.163299 0.000000 0.00000 0 0
## 55 0 96.418612 0.000000 0.00000 0 0
## 56 0 54.818497 0.000000 0.00000 0 0
## 57 0 2.367726 0.000000 0.00000 0 0
## 58 0 25.442395 0.000000 0.00000 0 0
## 59 0 41.874630 0.000000 0.00000 0 0
## 60 0 51.336611 0.000000 0.00000 0 0
## 61 0 71.934202 0.000000 0.00000 0 0
## 62 0 71.666445 0.000000 0.00000 0 0
## 63 0 69.760337 0.000000 0.00000 0 0
## 64 0 125.597715 0.000000 0.00000 0 0
## 65 0 79.978874 0.000000 0.00000 0 0
## 66 0 11.823061 0.000000 0.00000 0 0
## 67 0 4.143882 0.000000 0.00000 0 0
## 68 0 51.286105 0.000000 0.00000 0 0
## 69 0 75.859326 0.000000 0.00000 0 0
## 70 0 71.301838 0.000000 0.00000 0 0
## 71 0 134.729320 0.000000 0.00000 0 0
## 72 0 149.291508 0.000000 0.00000 0 0
## 73 0 134.215300 0.000000 0.00000 0 0
## 74 0 90.137772 0.000000 0.00000 0 0
## 75 0 123.298577 0.000000 0.00000 0 0
## 76 0 161.551126 0.000000 0.00000 0 0
## 77 0 229.502780 0.000000 0.00000 0 0
## 78 0 239.081876 0.000000 0.00000 0 0
## 79 0 209.275647 0.000000 0.00000 0 0
## 80 0 78.706096 0.000000 0.00000 0 0
## 81 0 149.243054 83.324058 432.67099 0 0
## 82 0 115.999638 0.000000 0.00000 0 0
## 83 0 277.110095 0.000000 0.00000 0 0
## 84 0 149.098060 0.000000 0.00000 0 0
## 85 0 92.754365 0.000000 0.00000 0 0
## 86 0 142.710142 51.173515 373.01934 0 0
## 87 0 261.018512 0.000000 0.00000 0 0
## 88 0 225.403403 0.000000 0.00000 0 0
## 89 0 309.975883 0.000000 0.00000 0 0
## 90 0 270.210043 0.000000 0.00000 0 0
## 91 0 269.605270 0.000000 0.00000 0 0
## 92 0 239.048132 0.000000 0.00000 0 0
## 93 0 124.811312 0.000000 0.00000 0 0
## 94 0 303.458304 0.000000 0.00000 0 0
## 95 0 95.645273 32.346639 306.22333 0 0
## 96 0 281.361371 0.000000 0.00000 0 0
## 97 0 305.014845 0.000000 0.00000 0 0
## 98 0 133.158949 0.000000 0.00000 0 0
## 99 0 265.624833 0.000000 0.00000 0 0
## 100 0 223.301509 0.000000 0.00000 0 0
## 101 0 247.307646 0.000000 0.00000 0 0
## 102 0 278.403798 0.000000 0.00000 0 0
## 103 0 187.208721 0.000000 0.00000 0 0
## 104 0 358.313189 0.000000 0.00000 0 0
## 105 0 433.856273 0.000000 0.00000 0 0
## 106 0 418.773971 0.000000 0.00000 0 0
## 107 0 392.040530 0.000000 0.00000 0 0
## 108 0 321.329092 0.000000 0.00000 0 0
## 109 0 448.376574 0.000000 0.00000 0 0
## 110 0 407.406727 0.000000 0.00000 0 0
## 111 0 310.955875 0.000000 0.00000 0 0
## 112 0 386.610076 0.000000 0.00000 0 0
## 113 0 400.653674 0.000000 0.00000 0 0
## 114 0 224.487925 0.000000 0.00000 0 0
## 115 0 357.399506 0.000000 0.00000 0 0
## 116 0 450.999052 0.000000 0.00000 0 0
## 117 0 449.102100 0.000000 0.00000 0 0
## 118 0 392.795048 0.000000 0.00000 0 0
## 119 0 300.801803 0.000000 0.00000 0 0
## 120 0 442.647425 0.000000 0.00000 0 0
## 121 0 209.522338 0.000000 0.00000 0 0
## 122 0 548.476534 0.000000 0.00000 0 0
## 123 0 515.911989 0.000000 0.00000 0 0
## 124 0 480.137447 0.000000 0.00000 0 0
## 125 0 531.941544 0.000000 0.00000 0 0
## 126 0 417.423327 0.000000 0.00000 0 0
## 127 0 79.963227 0.000000 0.00000 0 0
## 128 0 73.967948 0.000000 0.00000 0 0
## 129 0 134.682792 0.000000 0.00000 0 0
## 130 0 282.316891 0.000000 0.00000 0 0
## 131 0 288.210094 0.000000 0.00000 0 0
## 132 0 421.697654 0.000000 0.00000 0 0
## 133 0 484.145577 0.000000 0.00000 0 0
## 134 0 501.946602 0.000000 0.00000 0 0
## 135 0 557.841936 0.000000 0.00000 0 0
## 136 0 542.320506 0.000000 0.00000 0 0
## 137 0 494.718185 0.000000 0.00000 0 0
## 138 0 512.400801 0.000000 0.00000 0 0
## 139 0 527.683660 0.000000 0.00000 0 0
## 140 0 322.345156 0.000000 0.00000 0 0
## 141 0 360.596149 0.000000 0.00000 0 0
## 142 0 445.605627 0.000000 0.00000 0 0
## 143 0 374.320951 0.000000 0.00000 0 0
## 144 0 460.001693 0.000000 0.00000 0 0
## 145 0 487.057565 0.000000 0.00000 0 0
## 146 0 426.086546 0.000000 0.00000 0 0
## 147 0 501.364363 0.000000 0.00000 0 0
## 148 0 509.320036 0.000000 0.00000 0 0
## 149 0 498.612295 0.000000 0.00000 0 0
## 150 0 382.744753 0.000000 0.00000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.181077 1 1 3.186702 0 1.000000
## 2 0 0.181077 1 1 3.186702 0 0.060017
## 3 0 0.181077 1 1 3.186702 0 1.000000
## 4 0 0.181077 1 1 3.186702 0 1.000000
## 5 0 0.181077 1 1 3.186702 0 0.018160
## 6 0 0.181077 1 1 3.186702 0 1.000000
## 7 0 0.181077 1 1 3.186702 0 1.000000
## 8 0 0.181077 1 1 3.186702 0 0.018003
## 9 0 0.181077 1 1 3.186702 0 1.000000
## 10 0 0.181077 1 1 3.186702 0 1.000000
## 11 0 0.181077 1 1 3.186702 0 1.000000
## 12 0 0.181077 1 1 3.186702 0 1.000000
## 13 0 0.181077 1 1 3.186702 0 1.000000
## 14 0 0.181077 1 1 3.186702 0 1.000000
## 15 0 0.000000 1 1 0.100000 0 1.000000
## 16 0 0.000000 1 1 0.100000 0 1.000000
## 17 0 0.000000 1 1 0.100000 0 1.000000
## 18 0 0.000000 1 1 0.100000 0 1.000000
## 19 0 0.000000 1 1 0.100000 0 1.000000
## 20 0 0.000000 1 1 0.100000 0 1.000000
## 21 0 0.000000 1 1 0.100000 0 1.000000
## 22 0 0.000000 1 1 0.100000 0 1.000000
## 23 0 0.000000 1 1 0.100000 0 1.000000
## 24 0 0.000000 1 1 0.100000 0 0.017741
## 25 0 0.000000 1 1 0.100000 0 1.000000
## 26 0 0.181077 1 1 3.186702 0 1.000000
## 27 0 0.181077 1 1 3.186702 0 1.000000
## 28 0 0.000000 1 1 0.100000 0 0.017801
## 29 0 0.000000 1 1 0.100000 0 1.000000
## 30 0 0.000000 1 1 0.100000 0 1.000000
## 31 0 0.000000 1 1 0.100000 0 1.000000
## 32 0 0.000000 1 1 0.100000 0 0.017878
## 33 0 0.000000 1 1 0.100000 0 1.000000
## 34 0 0.000000 1 1 0.100000 0 1.000000
## 35 0 0.000000 1 1 0.100000 0 1.000000
## 36 0 0.000000 1 1 0.100000 0 1.000000
## 37 0 0.181077 1 1 3.186702 0 1.000000
## 38 0 0.181077 1 1 3.186702 0 1.000000
## 39 0 0.181077 1 1 3.186702 0 0.017997
## 40 0 0.181077 1 1 3.186702 0 1.000000
## 41 0 0.181077 1 1 3.186702 0 1.000000
## 42 0 0.181077 1 1 3.186702 0 1.000000
## 43 0 0.181077 1 1 3.186702 0 1.000000
## 44 0 0.181077 1 1 3.186702 0 0.018088
## 45 0 0.181077 1 1 3.186702 0 1.000000
## 46 0 0.181077 1 1 3.186702 0 1.000000
## 47 0 0.181077 1 1 3.186702 0 1.000000
## 48 0 0.181077 1 1 3.186702 0 0.337361
## 49 0 0.181077 1 1 3.186702 0 0.000000
## 50 0 0.000000 1 1 0.100000 0 1.000000
## 51 0 0.181077 1 1 3.186702 0 0.283829
## 52 0 0.181077 1 1 3.186702 0 1.000000
## 53 0 0.181077 1 1 3.186702 0 1.000000
## 54 0 0.181077 1 1 3.186702 0 0.290439
## 55 0 0.181077 1 1 3.186702 0 0.000000
## 56 0 0.181077 1 1 3.186702 0 1.000000
## 57 0 0.181077 1 1 3.186702 0 1.000000
## 58 0 0.181077 1 1 3.186702 0 1.000000
## 59 0 0.181077 1 1 3.186702 0 1.000000
## 60 0 0.181077 1 1 3.186702 0 0.317535
## 61 0 0.181077 1 1 3.186702 0 1.000000
## 62 0 0.181077 1 1 3.186702 0 0.254180
## 63 0 0.181077 1 1 3.186702 0 1.000000
## 64 0 0.181077 1 1 3.186702 0 1.000000
## 65 0 0.181077 1 1 3.186702 0 1.000000
## 66 0 0.181077 1 1 3.186702 0 1.000000
## 67 0 0.181077 1 1 3.186702 0 1.000000
## 68 0 0.181077 1 1 3.186702 0 0.310062
## 69 0 0.181077 1 1 3.186702 0 0.000000
## 70 0 0.181077 1 1 3.186702 0 1.000000
## 71 0 0.181077 1 1 3.186702 0 1.000000
## 72 0 0.181077 1 1 3.186702 0 1.000000
## 73 0 0.181077 1 1 3.186702 0 0.272306
## 74 0 0.181077 1 1 3.186702 0 1.000000
## 75 0 0.181077 1 1 3.186702 0 1.000000
## 76 0 0.181077 1 1 3.186702 0 0.258301
## 77 0 0.181077 1 1 3.186702 0 0.000000
## 78 0 0.181077 1 1 3.186702 0 0.000000
## 79 0 0.181077 1 1 3.186702 0 0.000000
## 80 0 0.181077 1 1 3.186702 0 1.000000
## 81 0 0.000000 1 1 0.100000 0 1.000000
## 82 0 0.181077 1 1 3.186702 0 0.527648
## 83 0 0.181077 1 1 3.186702 0 0.000000
## 84 0 0.181077 1 1 3.186702 0 0.000000
## 85 0 0.181077 1 1 3.186702 0 1.000000
## 86 0 0.000000 1 1 0.100000 0 1.000000
## 87 0 0.181077 1 1 3.186702 0 0.238919
## 88 0 0.181077 1 1 3.186702 0 0.000000
## 89 0 0.181077 1 1 3.186702 0 0.000000
## 90 0 0.181077 1 1 3.186702 0 0.000000
## 91 0 0.181077 1 1 3.186702 0 1.000000
## 92 0 0.181077 1 1 3.186702 0 0.153187
## 93 0 0.181077 1 1 3.186702 0 1.000000
## 94 0 0.181077 1 1 3.186702 0 1.000000
## 95 0 0.000000 1 1 0.100000 0 1.000000
## 96 0 0.181077 1 1 3.186702 0 0.236231
## 97 0 0.181077 1 1 3.186702 0 0.000000
## 98 0 0.181077 1 1 3.186702 0 1.000000
## 99 0 0.181077 1 1 3.186702 0 1.000000
## 100 0 0.181077 1 1 3.186702 0 0.276230
## 101 0 0.181077 1 1 3.186702 0 0.000000
## 102 0 0.181077 1 1 3.186702 0 0.000000
## 103 0 0.181077 1 1 3.186702 0 1.000000
## 104 0 0.181077 1 1 3.186702 0 0.168186
## 105 0 0.181077 1 1 3.186702 0 0.000000
## 106 0 0.181077 1 1 3.186702 0 0.000000
## 107 0 0.181077 1 1 3.186702 0 0.000000
## 108 0 0.181077 1 1 3.186702 0 0.000000
## 109 0 0.181077 1 1 3.186702 0 1.000000
## 110 0 0.181077 1 1 3.186702 0 0.134301
## 111 0 0.181077 1 1 3.186702 0 1.000000
## 112 0 0.181077 1 1 3.186702 0 1.000000
## 113 0 0.181077 1 1 3.186702 0 0.185585
## 114 0 0.181077 1 1 3.186702 0 1.000000
## 115 0 0.181077 1 1 3.186702 0 0.177052
## 116 0 0.181077 1 1 3.186702 0 0.000000
## 117 0 0.181077 1 1 3.186702 0 0.000000
## 118 0 0.181077 1 1 3.186702 0 0.000000
## 119 0 0.181077 1 1 3.186702 0 0.000000
## 120 0 0.181077 1 1 3.186702 0 1.000000
## 121 0 0.181077 1 1 3.186702 0 0.469917
## 122 0 0.181077 1 1 3.186702 0 0.000000
## 123 0 0.181077 1 1 3.186702 0 0.000000
## 124 0 0.181077 1 1 3.186702 0 0.000000
## 125 0 0.181077 1 1 3.186702 0 0.000000
## 126 0 0.181077 1 1 3.186702 0 0.000000
## 127 0 0.181077 1 1 3.186702 0 1.000000
## 128 0 0.181077 1 1 3.186702 0 1.000000
## 129 0 0.181077 1 1 3.186702 0 1.000000
## 130 0 0.181077 1 1 3.186702 0 0.233569
## 131 0 0.181077 1 1 3.186702 0 1.000000
## 132 0 0.181077 1 1 3.186702 0 0.149687
## 133 0 0.181077 1 1 3.186702 0 0.000000
## 134 0 0.181077 1 1 3.186702 0 0.000000
## 135 0 0.181077 1 1 3.186702 0 0.000000
## 136 0 0.181077 1 1 3.186702 0 0.000000
## 137 0 0.181077 1 1 3.186702 0 0.000000
## 138 0 0.181077 1 1 3.186702 0 0.000000
## 139 0 0.181077 1 1 3.186702 0 0.000000
## 140 0 0.181077 1 1 3.186702 0 0.000000
## 141 0 0.181077 1 1 3.186702 0 1.000000
## 142 0 0.181077 1 1 3.186702 0 1.000000
## 143 0 0.181077 1 1 3.186702 0 1.000000
## 144 0 0.181077 1 1 3.186702 0 1.000000
## 145 0 0.181077 1 1 3.186702 0 1.000000
## 146 0 0.181077 1 1 3.186702 0 0.139367
## 147 0 0.181077 1 1 3.186702 0 0.000000
## 148 0 0.181077 1 1 3.186702 0 0.000000
## 149 0 0.181077 1 1 3.186702 0 0.000000
## 150 0 0.181077 1 1 3.186702 0 1.000000
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 1.392518 0.000000 0.116516 0 0.000000 0.0000
## 2 1.395547 0.000000 0.116516 0 0.000000 0.0000
## 3 1.392377 0.000000 0.116516 0 0.000000 0.0000
## 4 1.373564 0.000000 0.116516 0 0.000000 0.0000
## 5 1.364883 0.000000 0.116516 0 0.000000 0.0000
## 6 1.357049 0.000000 0.116516 0 0.000000 0.0000
## 7 1.349882 0.000000 0.116516 0 0.000000 0.0000
## 8 1.343210 0.000000 0.116516 0 0.000000 0.0000
## 9 1.336935 0.000000 0.116516 0 0.000000 0.0000
## 10 1.331201 0.000000 0.116516 0 0.000000 0.0000
## 11 1.326109 0.000000 0.116516 0 0.000000 0.0000
## 12 1.321713 0.000000 0.116516 0 0.000000 0.0000
## 13 1.317915 0.000000 0.116516 0 0.000000 0.0000
## 14 1.314720 0.000000 0.116516 0 0.000000 0.0000
## 15 1.312147 0.000000 0.116516 0 0.850000 0.0000
## 16 1.310187 0.000000 0.116516 0 0.799000 0.0000
## 17 1.308803 0.000000 0.116516 0 0.774906 0.0000
## 18 1.307958 0.000000 0.116516 0 0.756135 0.0000
## 19 1.307601 0.000000 0.116516 0 0.740238 0.0000
## 20 1.307720 0.000000 0.116516 0 0.726230 0.0000
## 21 1.308361 0.000000 0.116516 0 0.713594 0.0000
## 22 1.309469 0.000000 0.116516 0 0.702014 0.0000
## 23 1.310970 0.000000 0.116516 0 0.691284 0.0000
## 24 1.312811 0.000000 0.116516 0 0.681256 0.0000
## 25 1.314936 0.000000 0.116516 0 0.479574 0.0000
## 26 1.317291 0.000000 0.116516 0 0.000000 0.0000
## 27 1.319836 0.000011 0.116516 0 0.000000 0.0000
## 28 1.322540 0.000068 0.116516 0 0.850000 0.0000
## 29 1.325373 0.000081 0.116516 0 0.799000 0.0000
## 30 1.328290 0.000058 0.116516 0 0.774906 0.0000
## 31 1.331190 0.000053 0.116516 0 0.756135 0.0000
## 32 1.333715 0.000058 0.116516 0 0.740238 0.0000
## 33 1.336225 0.000029 0.116516 0 0.726230 0.0000
## 34 1.338752 0.000019 0.116516 0 0.713594 0.0000
## 35 1.341305 0.000009 0.116516 0 0.702014 0.0000
## 36 1.343853 0.000005 0.116516 0 0.507112 0.0000
## 37 1.346374 0.000004 0.116516 0 0.000000 0.0000
## 38 1.348952 0.000003 0.116516 0 0.000000 0.0000
## 39 1.351592 0.000002 0.116516 0 0.000000 0.0000
## 40 1.354384 0.000001 0.116516 0 0.000000 0.0000
## 41 1.357205 0.000001 0.116516 0 0.000000 0.0000
## 42 1.359911 0.000000 0.116516 0 0.000000 0.0000
## 43 1.362587 0.000000 0.116516 0 0.000000 0.0000
## 44 1.365353 0.000000 0.116516 0 0.000000 0.0000
## 45 1.368134 0.000000 0.116516 0 0.000000 0.0000
## 46 1.370886 0.000000 0.116516 0 0.000000 0.0000
## 47 1.373630 0.000000 0.116516 0 0.000000 0.0000
## 48 1.376345 0.000000 0.116516 0 0.000000 376.2934
## 49 1.379037 0.000000 0.116516 0 0.000000 434.6420
## 50 1.381704 0.000000 0.116516 0 0.850000 0.0000
## 51 1.384323 0.000000 0.116516 0 0.000000 386.2191
## 52 1.386786 0.000000 0.116516 0 0.000000 0.0000
## 53 1.389225 0.000000 0.116516 0 0.000000 0.0000
## 54 1.391738 0.000000 0.116516 0 0.000000 339.5405
## 55 1.394247 0.000000 0.116516 0 0.000000 1050.2930
## 56 1.396724 0.000000 0.116516 0 0.000000 0.0000
## 57 1.399167 0.000000 0.116516 0 0.000000 0.0000
## 58 1.401384 0.000000 0.116516 0 0.000000 0.0000
## 59 1.403752 0.000000 0.116516 0 0.000000 0.0000
## 60 1.406109 0.000000 0.116516 0 0.000000 674.1329
## 61 1.408442 0.000000 0.116516 0 0.000000 0.0000
## 62 1.410747 0.000000 0.116516 0 0.000000 941.2743
## 63 1.413026 0.000000 0.116516 0 0.000000 0.0000
## 64 1.415281 0.000000 0.116516 0 0.000000 0.0000
## 65 1.417513 0.000000 0.116516 0 0.000000 0.0000
## 66 1.419723 0.000000 0.116516 0 0.000000 0.0000
## 67 1.421910 0.000000 0.116516 0 0.000000 0.0000
## 68 1.424073 0.000000 0.116516 0 0.000000 714.0731
## 69 1.426214 0.000000 0.116516 0 0.000000 818.3421
## 70 1.428332 0.000000 0.116516 0 0.000000 870.2094
## 71 1.430431 0.000000 0.116516 0 0.000000 0.0000
## 72 1.432505 0.000000 0.116516 0 0.000000 0.0000
## 73 1.434558 0.000000 0.116516 0 0.000000 1706.7101
## 74 1.436592 0.000000 0.116516 0 0.000000 0.0000
## 75 1.438605 0.000000 0.116516 0 0.000000 0.0000
## 76 1.440598 0.000000 0.116516 0 0.000000 2025.5395
## 77 1.442572 0.000000 0.116516 0 0.000000 2784.1839
## 78 1.444527 0.000000 0.116516 0 0.000000 2960.0296
## 79 1.446466 0.000000 0.116516 0 0.000000 2469.6727
## 80 1.448385 0.000000 0.116516 0 0.000000 0.0000
## 81 1.450287 0.000000 0.116516 0 0.850000 0.0000
## 82 1.452159 0.000000 0.116516 0 0.000000 1266.5673
## 83 1.454002 0.000000 0.116516 0 0.000000 3722.1416
## 84 1.455817 0.000000 0.116516 0 0.000000 1665.3690
## 85 1.457605 0.000000 0.116516 0 0.000000 0.0000
## 86 1.459368 0.000000 0.116516 0 0.850000 0.0000
## 87 1.461105 0.000000 0.116516 0 0.000000 3429.2909
## 88 1.462817 0.000000 0.116516 0 0.000000 2722.4098
## 89 1.464506 0.000000 0.116516 0 0.000000 4482.7946
## 90 1.466172 0.000000 0.116516 0 0.000000 3487.8101
## 91 1.467816 0.000000 0.116516 0 0.000000 0.0000
## 92 1.469438 0.000000 0.116516 0 0.000000 3816.5007
## 93 1.471038 0.000000 0.116516 0 0.000000 0.0000
## 94 1.472617 0.000000 0.116516 0 0.000000 0.0000
## 95 1.474175 0.000000 0.116516 0 0.850000 0.0000
## 96 1.475293 0.000000 0.116516 0 0.000000 3832.7205
## 97 1.476411 0.000000 0.116516 0 0.000000 4182.8066
## 98 1.477528 0.000000 0.116516 0 0.000000 0.0000
## 99 1.478644 0.000000 0.116516 0 0.000000 0.0000
## 100 1.479758 0.000000 0.116516 0 0.000000 2887.3337
## 101 1.480870 0.000000 0.116516 0 0.000000 3079.9436
## 102 1.481980 0.000000 0.116516 0 0.000000 3628.1641
## 103 1.483087 0.000000 0.116516 0 0.000000 0.0000
## 104 1.484191 0.000000 0.116516 0 0.000000 5565.8551
## 105 1.485291 0.000000 0.116516 0 0.000000 6245.6643
## 106 1.486388 0.000000 0.116516 0 0.000000 5938.7741
## 107 1.487480 0.000000 0.116516 0 0.000000 5339.3339
## 108 1.488568 0.000000 0.116516 0 0.000000 4041.9263
## 109 1.489651 0.000000 0.116516 0 0.000000 0.0000
## 110 1.490729 0.000000 0.116516 0 0.000000 7194.5659
## 111 1.491803 0.000000 0.116516 0 0.000000 0.0000
## 112 1.492871 0.000000 0.116516 0 0.000000 0.0000
## 113 1.493934 0.000000 0.116516 0 0.000000 6198.4183
## 114 1.494992 0.000000 0.116516 0 0.000000 0.0000
## 115 1.496044 0.000000 0.116516 0 0.000000 5555.9965
## 116 1.497089 0.000000 0.116516 0 0.000000 6645.6939
## 117 1.498130 0.000000 0.116516 0 0.000000 6597.5790
## 118 1.499165 0.000000 0.116516 0 0.000000 5331.6001
## 119 1.500192 0.000000 0.116516 0 0.000000 3741.5706
## 120 1.501215 0.000000 0.116516 0 0.000000 0.0000
## 121 1.502231 0.000000 0.116516 0 0.000000 2436.0967
## 122 1.503240 0.000000 0.116516 0 0.000000 9893.1647
## 123 1.504242 0.000000 0.116516 0 0.000000 8437.0931
## 124 1.505239 0.000000 0.116516 0 0.000000 7313.3517
## 125 1.506230 0.000000 0.116516 0 0.000000 9066.1498
## 126 1.507213 0.000000 0.116516 0 0.000000 5819.5851
## 127 1.508191 0.000000 0.116516 0 0.000000 0.0000
## 128 1.509161 0.000000 0.116516 0 0.000000 0.0000
## 129 1.510125 0.000000 0.116516 0 0.000000 0.0000
## 130 1.511083 0.000000 0.116516 0 0.000000 4127.3669
## 131 1.512034 0.000000 0.116516 0 0.000000 0.0000
## 132 1.512978 0.000000 0.116516 0 0.000000 7390.6562
## 133 1.513917 0.000000 0.116516 0 0.000000 7329.4267
## 134 1.514848 0.000000 0.116516 0 0.000000 7807.3458
## 135 1.515773 0.000000 0.116516 0 0.000000 9471.2549
## 136 1.516691 0.000000 0.116516 0 0.000000 9078.7301
## 137 1.517603 0.000000 0.116516 0 0.000000 7642.1536
## 138 1.518507 0.000000 0.116516 0 0.000000 8134.4396
## 139 1.519405 0.000000 0.116516 0 0.000000 8596.8923
## 140 1.520299 0.000000 0.116516 0 0.000000 4122.0586
## 141 1.521184 0.000000 0.116516 0 0.000000 0.0000
## 142 1.522063 0.000000 0.116516 0 0.000000 0.0000
## 143 1.522937 0.000000 0.116516 0 0.000000 0.0000
## 144 1.523803 0.000000 0.116516 0 0.000000 0.0000
## 145 1.524664 0.000000 0.116516 0 0.000000 0.0000
## 146 1.525518 0.000000 0.116516 0 0.000000 7542.6408
## 147 1.526365 0.000000 0.116516 0 0.000000 7755.8099
## 148 1.527207 0.000000 0.116516 0 0.000000 7965.4195
## 149 1.528042 0.000000 0.116516 0 0.000000 7685.1382
## 150 1.528871 0.000000 0.116516 0 0.000000 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 2 0.000000 0.0000 0.000217 0.000000 0 0 0.000000
## 3 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 4 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 5 0.000000 0.0000 0.000066 0.000000 0 0 0.000000
## 6 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 7 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 8 0.000000 0.0000 0.000066 0.000000 0 0 0.000000
## 9 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 10 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 11 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 12 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 13 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 14 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 15 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 16 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 17 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 18 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 19 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 20 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 21 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 22 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 23 0.000000 0.0000 0.000000 0.000000 0 0 4.866495
## 24 0.000000 0.0000 0.000066 0.000000 0 0 0.000000
## 25 0.000000 0.0000 0.000000 0.000000 0 0 0.727419
## 26 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 27 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 28 0.000000 0.0000 0.000066 0.000000 0 0 0.000000
## 29 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 30 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 31 0.000000 0.0000 0.000000 0.000000 0 0 3.428141
## 32 0.000000 0.0000 0.000066 0.000000 0 0 0.000000
## 33 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 34 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 35 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 36 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 37 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 38 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 39 0.000000 0.0000 0.000066 0.000000 0 0 0.000000
## 40 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 41 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 42 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 43 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 44 0.000000 0.0000 0.000066 0.000000 0 0 0.000000
## 45 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 46 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 47 31.860928 470.9730 0.000000 0.000000 0 0 0.000000
## 48 61.503403 560.4517 0.000066 0.000000 0 0 0.000000
## 49 101.442574 597.4403 0.000000 0.000000 0 0 0.000000
## 50 9.774455 303.7554 0.000000 0.544323 0 0 86.717278
## 51 66.750533 569.2836 0.000066 0.000000 0 0 0.000000
## 52 46.946797 526.6368 0.000000 0.000000 0 0 0.000000
## 53 28.587700 454.7999 0.000000 0.000000 0 0 0.000000
## 54 45.447529 522.2104 0.000066 0.000000 0 0 0.000000
## 55 165.138747 1575.2879 0.000000 0.000000 0 0 0.000000
## 56 56.555230 1098.9114 0.000000 0.000000 0 0 0.000000
## 57 0.817498 158.0383 0.000000 0.000000 0 0 0.000000
## 58 14.095544 610.6479 0.000000 0.000000 0 0 0.000000
## 59 33.397012 888.7328 0.000000 0.000000 0 0 0.000000
## 60 55.824460 1093.3930 0.000065 0.000000 0 0 0.000000
## 61 102.016747 1360.9470 0.000000 0.000000 0 0 0.000000
## 62 124.311161 1450.6269 0.000065 0.000000 0 0 0.000000
## 63 109.439026 1320.0245 0.000000 0.000000 0 0 0.000000
## 64 523.997789 1924.7023 0.000000 0.000000 0 0 0.000000
## 65 148.463132 1466.4599 0.000000 0.000000 0 0 0.000000
## 66 5.932436 372.9848 0.000000 0.000000 0 0 0.000000
## 67 2.310659 237.3168 0.000000 0.000000 0 0 0.000000
## 68 73.280306 1135.1305 0.000064 0.000000 0 0 0.000000
## 69 99.564440 1275.3563 0.000000 0.000000 0 0 0.000000
## 70 114.587990 1341.9176 0.000000 0.000000 0 0 0.000000
## 71 268.127267 2350.6107 0.000000 0.000000 0 0 0.000000
## 72 341.583877 2545.6138 0.000000 0.000000 0 0 0.000000
## 73 315.975703 2483.0554 0.000064 0.000000 0 0 0.000000
## 74 112.741865 1690.4362 0.000000 0.000000 0 0 0.000000
## 75 224.026111 2185.6814 0.000000 0.000000 0 0 0.000000
## 76 478.922420 2776.9073 0.000065 0.000000 0 0 0.000000
## 77 1061.779979 3156.8956 0.000000 0.000000 0 0 0.000000
## 78 1256.040911 3148.1894 0.000000 0.000000 0 0 0.000000
## 79 756.753996 3104.4875 0.000000 0.000000 0 0 0.000000
## 80 93.973019 1505.1863 0.000000 0.000000 0 0 0.000000
## 81 555.493723 2884.4733 0.000000 5.972165 0 0 0.609419
## 82 174.141139 1941.7534 0.000066 0.000000 0 0 0.000000
## 83 2088.409014 3130.0077 0.000000 0.000000 0 0 0.000000
## 84 313.227188 2415.4722 0.000000 0.000000 0 0 0.000000
## 85 130.196389 1726.5448 0.000000 0.000000 0 0 0.000000
## 86 341.156765 2486.7956 0.000000 4.909639 0 0 26.545933
## 87 1564.869655 3473.4175 0.000066 0.000000 0 0 0.000000
## 88 927.272414 3271.6819 0.000000 0.000000 0 0 0.000000
## 89 2978.803894 3017.1709 0.000000 0.000000 0 0 0.000000
## 90 1627.583296 3473.9087 0.000000 0.000000 0 0 0.000000
## 91 1818.375149 3459.9111 0.000000 0.000000 0 0 0.000000
## 92 2011.617046 3424.7853 0.000063 0.000000 0 0 0.000000
## 93 253.214666 2202.9997 0.000000 0.000000 0 0 0.000000
## 94 3148.305165 2915.4357 0.000000 0.000000 0 0 0.000000
## 95 215.644261 2041.4889 0.000000 3.918634 0 0 0.000000
## 96 1913.305878 3616.7327 0.000066 0.000000 0 0 0.000000
## 97 2322.462552 3564.8403 0.000000 0.000000 0 0 0.000000
## 98 300.558188 2322.5704 0.000000 0.000000 0 0 0.000000
## 99 1625.259365 3603.5592 0.000000 0.000000 0 0 0.000000
## 100 1035.184415 3387.0269 0.000065 0.000000 0 0 0.000000
## 101 1188.935419 3474.8486 0.000000 0.000000 0 0 0.000000
## 102 1696.169523 3611.2816 0.000000 0.000000 0 0 0.000000
## 103 472.632789 3166.5025 0.000000 0.000000 0 0 0.000000
## 104 3020.051175 4862.4667 0.000063 0.000000 0 0 0.000000
## 105 3845.271662 4712.7735 0.000000 0.000000 0 0 0.000000
## 106 3516.424962 4709.1653 0.000000 0.000000 0 0 0.000000
## 107 2814.869251 4798.6257 0.000000 0.000000 0 0 0.000000
## 108 1584.103150 4523.5375 0.000000 0.000000 0 0 0.000000
## 109 5038.120673 4164.4359 0.000000 0.000000 0 0 0.000000
## 110 5277.878217 4046.3923 0.000063 0.000000 0 0 0.000000
## 111 1551.309721 4560.4969 0.000000 0.000000 0 0 0.000000
## 112 2768.721912 4963.0436 0.000000 0.000000 0 0 0.000000
## 113 3666.956884 4924.8431 0.000064 0.000000 0 0 0.000000
## 114 725.953420 3652.1719 0.000000 0.000000 0 0 0.000000
## 115 2944.223122 4972.3601 0.000063 0.000000 0 0 0.000000
## 116 4218.249969 4813.4424 0.000000 0.000000 0 0 0.000000
## 117 4157.041197 4828.5267 0.000000 0.000000 0 0 0.000000
## 118 2710.857080 4957.8871 0.000000 0.000000 0 0 0.000000
## 119 1326.525118 4418.4067 0.000000 0.000000 0 0 0.000000
## 120 3983.187032 5090.9318 0.000000 0.000000 0 0 0.000000
## 121 574.186044 3347.8140 0.000066 0.000000 0 0 0.000000
## 122 8751.909052 3149.7805 0.000000 0.000000 0 0 0.000000
## 123 6439.027107 4353.5833 0.000000 0.000000 0 0 0.000000
## 124 4883.818320 4908.7548 0.000000 0.000000 0 0 0.000000
## 125 7397.500999 3899.8071 0.000000 0.000000 0 0 0.000000
## 126 3135.089044 5128.3846 0.000000 0.000000 0 0 0.000000
## 127 95.794081 1540.3086 0.000000 0.000000 0 0 0.000000
## 128 83.103532 1441.4067 0.000000 0.000000 0 0 0.000000
## 129 258.468740 2407.1284 0.000000 0.000000 0 0 0.000000
## 130 1592.758856 4664.9053 0.000062 0.000000 0 0 0.000000
## 131 1291.566640 4403.3803 0.000000 0.000000 0 0 0.000000
## 132 4815.224702 5160.9135 0.000062 0.000000 0 0 0.000000
## 133 4740.514022 5174.7741 0.000000 0.000000 0 0 0.000000
## 134 5337.381686 5044.2722 0.000000 0.000000 0 0 0.000000
## 135 7456.489423 4527.4161 0.000000 0.000000 0 0 0.000000
## 136 6989.834882 4596.0128 0.000000 0.000000 0 0 0.000000
## 137 5095.801307 5149.6643 0.000000 0.000000 0 0 0.000000
## 138 5716.403530 5006.1772 0.000000 0.000000 0 0 0.000000
## 139 6326.639912 4827.1007 0.000000 0.000000 0 0 0.000000
## 140 1604.354582 4637.6400 0.000000 0.000000 0 0 0.000000
## 141 2251.071313 5008.8152 0.000000 0.000000 0 0 0.000000
## 142 3938.498677 5285.9292 0.000000 0.000000 0 0 0.000000
## 143 2454.384094 5137.9623 0.000000 0.000000 0 0 0.000000
## 144 4200.597450 5406.3804 0.000000 0.000000 0 0 0.000000
## 145 4945.125324 5348.9815 0.000000 0.000000 0 0 0.000000
## 146 4861.585149 5359.1442 0.000062 0.000000 0 0 0.000000
## 147 5112.576573 5326.0398 0.000000 0.000000 0 0 0.000000
## 148 5364.356023 5285.3984 0.000000 0.000000 0 0 0.000000
## 149 5028.796375 5337.9398 0.000000 0.000000 0 0 0.000000
## 150 2593.011747 5188.0383 0.000000 0.000000 0 0 0.000000
## snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 0.001000 0 0.000127 2018 351
## 2 0.000000 0.000000 0.001000 0 0.000598 2018 352
## 3 0.000000 0.000000 0.001000 0 0.000000 2018 353
## 4 0.000000 0.000000 0.001000 0 0.000000 2018 354
## 5 0.000000 0.000000 0.001000 0 0.000472 2018 355
## 6 0.000000 0.000000 0.001000 0 0.000000 2018 356
## 7 0.000000 0.000000 0.001000 0 0.000000 2018 357
## 8 0.000000 0.000000 0.001000 0 0.000472 2018 358
## 9 0.000000 0.000000 0.001000 0 0.000000 2018 359
## 10 0.000000 0.000000 0.001000 0 0.000000 2018 360
## 11 0.000000 0.000000 0.001000 0 0.000000 2018 361
## 12 0.000000 0.000000 0.001000 0 0.000000 2018 362
## 13 0.000000 0.000000 0.001000 0 0.000000 2018 363
## 14 0.000000 0.000000 0.001000 0 0.000000 2018 364
## 15 0.000000 0.000000 -5.139997 1 0.000010 2018 365
## 16 0.000000 0.000000 -10.000000 2 0.000000 2018 1
## 17 0.000000 0.000000 -10.000000 3 0.000000 2018 2
## 18 0.000000 0.000000 -10.000000 4 0.000000 2018 3
## 19 0.000000 0.000000 -10.000000 5 0.000000 2018 4
## 20 0.000000 0.000000 -10.000000 6 0.000000 2018 5
## 21 0.000000 0.000000 -10.000000 7 0.000000 2018 6
## 22 0.000000 0.000000 -10.000000 8 0.000000 2018 7
## 23 0.000000 0.000000 -6.100997 9 0.000000 2018 8
## 24 0.000000 0.000000 0.001000 10 0.000066 2018 9
## 25 0.000000 0.000000 0.001000 0 0.000000 2018 10
## 26 0.000000 0.000000 0.001000 0 0.000000 2018 11
## 27 0.000000 0.000000 0.001000 0 0.000000 2018 12
## 28 0.000000 0.000000 -4.689997 1 0.000076 2018 13
## 29 0.000000 0.000000 -9.810484 2 0.000000 2018 14
## 30 0.000000 0.000000 -10.000000 3 0.000000 2018 15
## 31 0.000000 0.000000 -7.480997 4 0.000000 2018 16
## 32 0.000000 0.000000 -10.000000 5 0.000076 2018 17
## 33 0.000000 0.000000 -10.000000 6 0.000000 2018 18
## 34 0.000000 0.000000 -5.940486 7 0.000000 2018 19
## 35 0.000000 0.000000 0.001000 8 0.000000 2018 20
## 36 0.000000 0.000000 0.001000 0 0.000000 2018 21
## 37 0.000000 0.000000 0.001000 0 0.000000 2018 22
## 38 0.000000 0.000000 0.001000 0 0.000000 2018 23
## 39 0.000000 0.000000 0.001000 0 0.000472 2018 24
## 40 0.000000 0.000000 0.001000 0 0.000000 2018 25
## 41 0.000000 0.000000 0.001000 0 0.000000 2018 26
## 42 0.000000 0.000000 0.001000 0 0.000000 2018 27
## 43 0.000000 0.000000 0.001000 0 0.000000 2018 28
## 44 0.000000 0.000000 0.001000 0 0.000472 2018 29
## 45 0.000000 0.000000 0.001000 0 0.000000 2018 30
## 46 0.000000 0.000000 0.001000 0 0.000000 2018 31
## 47 0.000000 9.201461 0.001000 0 0.000004 2018 32
## 48 0.000000 0.006950 0.001000 0 0.000194 2018 33
## 49 0.000000 0.008728 0.001000 0 0.000156 2018 34
## 50 0.544323 9.230783 0.001000 0 0.000004 2018 35
## 51 0.000000 1.764532 0.001000 0 0.000227 2018 36
## 52 0.000000 9.187107 0.001000 0 0.000004 2018 37
## 53 0.000000 9.171487 0.001000 0 0.000004 2018 38
## 54 0.000000 3.370839 0.001000 0 0.000230 2018 39
## 55 0.000000 0.031626 0.001000 0 0.000242 2018 40
## 56 0.000000 9.149985 0.001000 0 0.000004 2018 41
## 57 0.000000 6.418306 0.001000 0 0.000003 2018 42
## 58 0.000000 9.124315 0.001000 0 0.000004 2018 43
## 59 0.000000 9.161653 0.001000 0 0.000004 2018 44
## 60 0.000000 12.285393 0.001000 0 0.000296 2018 45
## 61 0.000000 9.094876 0.001000 0 0.000004 2018 46
## 62 0.000000 15.582195 0.001000 0 0.000368 2018 47
## 63 0.000000 9.141956 0.001000 0 0.000004 2018 48
## 64 0.000000 9.146442 0.001000 0 0.000004 2018 49
## 65 0.000000 9.129483 0.001000 0 0.000004 2018 50
## 66 0.000000 9.120689 0.001000 0 0.000004 2018 51
## 67 0.000000 9.102743 0.001000 0 0.000004 2018 52
## 68 0.000000 15.438548 0.001000 0 0.000339 2018 53
## 69 0.000000 0.039427 0.001000 0 0.000132 2018 54
## 70 0.000000 9.089283 0.001000 0 0.000129 2018 55
## 71 0.000000 9.122248 0.001000 0 0.000004 2018 56
## 72 0.000000 9.148983 0.001000 0 0.000004 2018 57
## 73 0.000000 19.439053 0.001000 0 0.000445 2018 58
## 74 0.000000 9.160825 0.001000 0 0.000004 2018 59
## 75 0.000000 9.148624 0.001000 0 0.000004 2018 60
## 76 0.000000 16.796604 0.001000 0 0.000460 2018 61
## 77 0.000000 0.071107 0.001000 0 0.000011 2018 62
## 78 0.000000 0.082424 0.001000 0 0.000000 2018 63
## 79 0.000000 0.070325 0.001000 0 0.000000 2018 64
## 80 0.000000 9.181761 0.001000 0 0.000004 2018 65
## 81 5.972165 10.706821 0.001000 0 0.000014 2018 66
## 82 0.000000 0.018236 0.001000 0 0.000231 2018 67
## 83 0.000000 0.059647 0.001000 0 0.000240 2018 68
## 84 0.000000 0.041838 0.001000 0 0.000000 2018 69
## 85 0.000000 9.175931 0.001000 0 0.000004 2018 70
## 86 4.909639 11.765169 0.001000 0 0.000005 2018 71
## 87 0.000000 6.240371 0.001000 0 0.000472 2018 72
## 88 0.000000 0.032017 0.001000 0 0.000000 2018 73
## 89 0.000000 0.087716 0.001000 0 0.000000 2018 74
## 90 0.000000 0.093015 0.001000 0 0.000000 2018 75
## 91 0.000000 9.102748 0.001000 0 0.000004 2018 76
## 92 0.000000 47.014953 0.001000 0 0.000472 2018 77
## 93 0.000000 9.130371 0.001000 0 0.000004 2018 78
## 94 0.000000 9.136738 0.001000 0 0.000004 2018 79
## 95 3.918634 0.017750 0.001000 0 0.000010 2018 80
## 96 0.000000 7.548968 0.001000 0 0.000472 2018 81
## 97 0.000000 0.067095 0.001000 0 0.000000 2018 82
## 98 0.000000 9.183300 0.001000 0 0.000004 2018 83
## 99 0.000000 9.153709 0.001000 0 0.000004 2018 84
## 100 0.000000 12.052272 0.001000 0 0.000472 2018 85
## 101 0.000000 0.054130 0.001000 0 0.000000 2018 86
## 102 0.000000 0.101206 0.001000 0 0.000000 2018 87
## 103 0.000000 9.103870 0.001000 0 0.000004 2018 88
## 104 0.000000 46.690757 0.001000 0 0.000472 2018 89
## 105 0.000000 0.120128 0.001000 0 0.000000 2018 90
## 106 0.000000 0.161267 0.001000 0 0.000000 2018 91
## 107 0.000000 0.175116 0.001000 0 0.000000 2018 92
## 108 0.000000 0.137212 0.001000 0 0.000000 2018 93
## 109 0.000000 9.135251 0.001000 0 0.000004 2018 94
## 110 0.000000 54.402924 0.001000 0 0.000472 2018 95
## 111 0.000000 9.131467 0.001000 0 0.000004 2018 96
## 112 0.000000 9.156480 0.001000 0 0.000004 2018 97
## 113 0.000000 32.428411 0.001000 0 0.000472 2018 98
## 114 0.000000 9.181403 0.001000 0 0.000004 2018 99
## 115 0.000000 46.585138 0.001000 0 0.000472 2018 100
## 116 0.000000 0.125432 0.001000 0 0.000000 2018 101
## 117 0.000000 0.169240 0.001000 0 0.000000 2018 102
## 118 0.000000 0.146709 0.001000 0 0.000000 2018 103
## 119 0.000000 0.106655 0.001000 0 0.000000 2018 104
## 120 0.000000 9.133281 0.001000 0 0.000004 2018 105
## 121 0.000000 0.030494 0.001000 0 0.000372 2018 106
## 122 0.000000 0.166394 0.001000 0 0.000100 2018 107
## 123 0.000000 0.245790 0.001000 0 0.000000 2018 108
## 124 0.000000 0.127300 0.001000 0 0.000000 2018 109
## 125 0.000000 0.169525 0.001000 0 0.000000 2018 110
## 126 0.000000 0.125513 0.001000 0 0.000000 2018 111
## 127 0.000000 9.147849 0.001000 0 0.000004 2018 112
## 128 0.000000 9.147670 0.001000 0 0.000004 2018 113
## 129 0.000000 9.128398 0.001000 0 0.000004 2018 114
## 130 0.000000 42.080565 0.001000 0 0.000472 2018 115
## 131 0.000000 9.132252 0.001000 0 0.000004 2018 116
## 132 0.000000 64.975133 0.001000 0 0.000472 2018 117
## 133 0.000000 0.166113 0.001000 0 0.000000 2018 118
## 134 0.000000 0.135789 0.001000 0 0.000000 2018 119
## 135 0.000000 0.198397 0.001000 0 0.000000 2018 120
## 136 0.000000 0.239584 0.001000 0 0.000000 2018 121
## 137 0.000000 0.217690 0.001000 0 0.000000 2018 122
## 138 0.000000 0.234897 0.001000 0 0.000000 2018 123
## 139 0.000000 0.257558 0.001000 0 0.000000 2018 124
## 140 0.000000 0.126166 0.001000 0 0.000000 2018 125
## 141 0.000000 9.087495 0.001000 0 0.000004 2018 126
## 142 0.000000 9.068852 0.001000 0 0.000004 2018 127
## 143 0.000000 9.083141 0.001000 0 0.000004 2018 128
## 144 0.000000 9.059748 0.001000 0 0.000004 2018 129
## 145 0.000000 9.031694 0.001000 0 0.000004 2018 130
## 146 0.000000 67.175677 0.001000 0 0.000472 2018 131
## 147 0.000000 0.249466 0.001000 0 0.000000 2018 132
## 148 0.000000 0.260972 0.001000 0 0.000000 2018 133
## 149 0.000000 0.260746 0.001000 0 0.000000 2018 134
## 150 0.000000 9.048724 0.001000 0 0.000004 2018 135validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite2## [[1]]
## [1] -0.998577
##
## [[2]]
## [1] -0.5065613
##
## [[3]]
## [1] -0.9212078
##
## [[4]]
## [1] -0.5126631
##
## [[5]]
## [1] -0.452718
##
## [[6]]
## [1] -0.6028352
##
## [[7]]
## [1] -0.187948
##
## [[8]]
## [1] -0.3028809
##
## [[9]]
## [1] -0.3353427
##
## [[10]]
## [1] -0.5797991
##
## [[11]]
## [1] -1.079023
##
## [[12]]
## [1] -0.3527704
##
## [[13]]
## [1] -1.014666
##
## [[14]]
## [1] -0.6239599
##
## [[15]]
## [1] -0.7385696
##
## [[16]]
## [1] -0.5895864
##
## [[17]]
## [1] -0.7035053
##
## [[18]]
## [1] -1.044996
##
## [[19]]
## [1] -1.135099
##
## [[20]]
## [1] -0.7732177
##
## [[21]]
## [1] -1.146264
##
## [[22]]
## [1] -0.4252795
##
## [[23]]
## [1] -0.3694636
##
## [[24]]
## [1] -0.4813395
##
## [[25]]
## [1] -0.3453167
##
## [[26]]
## [1] -0.6022481
##
## [[27]]
## [1] -0.6338185
##
## [[28]]
## [1] -0.4895058
##
## [[29]]
## [1] -0.945274
##
## [[30]]
## [1] -0.8286669
##
## [[31]]
## [1] -0.1737523
##
## [[32]]
## [1] -1.078222
##
## [[33]]
## [1] -1.035414
##
## [[34]]
## [1] -0.4317813
##
## [[35]]
## [1] -1.019236
##
## [[36]]
## [1] -0.6351694
##
## [[37]]
## [1] -0.8979399
##
## [[38]]
## [1] -0.3020864
##
## [[39]]
## [1] -0.5496404
##
## [[40]]
## [1] -0.9391311
##
## [[41]]
## [1] -0.5992065
##
## [[42]]
## [1] -0.9196497
##
## [[43]]
## [1] -0.1580035
##
## [[44]]
## [1] -0.3529204
##
## [[45]]
## [1] -1.10816
##
## [[46]]
## [1] -0.8618034
##
## [[47]]
## [1] -0.9865689
##
## [[48]]
## [1] -0.9599737
##
## [[49]]
## [1] -0.9372968
##
## [[50]]
## [1] -0.9130434
##
## [[51]]
## [1] -0.408946
##
## [[52]]
## [1] -0.3043842
##
## [[53]]
## [1] -1.501922
##
## [[54]]
## [1] -0.8301461
##
## [[55]]
## [1] -0.9957934
##
## [[56]]
## [1] -0.5907591
##
## [[57]]
## [1] -0.7333379
##
## [[58]]
## [1] -0.8837472
##
## [[59]]
## [1] -1.120238
##
## [[60]]
## [1] -0.3758437
##
## [[61]]
## [1] -0.3854806
##
## [[62]]
## [1] -1.104676
##
## [[63]]
## [1] -0.3780106
##
## [[64]]
## [1] -0.9523241
##
## [[65]]
## [1] -1.456237
##
## [[66]]
## [1] -1.123689
##
## [[67]]
## [1] -0.4485673
##
## [[68]]
## [1] -1.282866
##
## [[69]]
## [1] -0.321665
##
## [[70]]
## [1] -1.247731
##
## [[71]]
## [1] -1.192128
##
## [[72]]
## [1] -0.8533673
##
## [[73]]
## [1] -0.9508604
##
## [[74]]
## [1] -1.263868
##
## [[75]]
## [1] -1.294172
##
## [[76]]
## [1] -1.022042
##
## [[77]]
## [1] -1.320324
##
## [[78]]
## [1] -0.2644161
##
## [[79]]
## [1] -0.7507413
##
## [[80]]
## [1] -0.4364961
##
## [[81]]
## [1] -1.102338
##
## [[82]]
## [1] -0.954352
##
## [[83]]
## [1] -1.327369
##
## [[84]]
## [1] -1.095207
##
## [[85]]
## [1] -1.007386
##
## [[86]]
## [1] -0.8674235
##
## [[87]]
## [1] -0.8843046
##
## [[88]]
## [1] -0.9265312
##
## [[89]]
## [1] -1.363995
##
## [[90]]
## [1] -0.8522748
##
## [[91]]
## [1] -0.9403867
##
## [[92]]
## [1] -0.3672467
##
## [[93]]
## [1] -0.5278239
##
## [[94]]
## [1] -1.207685
##
## [[95]]
## [1] -0.9276197
##
## [[96]]
## [1] -0.8391736
##
## [[97]]
## [1] -1.099517
##
## [[98]]
## [1] -1.158534
##
## [[99]]
## [1] -0.6730456
##
## [[100]]
## [1] -1.430928
##
## [[101]]
## [1] -1.197599
##
## [[102]]
## [1] -0.2081534
##
## [[103]]
## [1] -0.9029033
##
## [[104]]
## [1] -1.227799
##
## [[105]]
## [1] -0.5574159
##
## [[106]]
## [1] -0.999783
##
## [[107]]
## [1] -0.9314365
##
## [[108]]
## [1] -0.7106074
##
## [[109]]
## [1] -0.7518227
##
## [[110]]
## [1] -1.366688
##
## [[111]]
## [1] -0.2958117
##
## [[112]]
## [1] -0.4838392
##
## [[113]]
## [1] -1.161322
##
## [[114]]
## [1] -0.9005602
##
## [[115]]
## [1] -1.104089
##
## [[116]]
## [1] -1.112296
##
## [[117]]
## [1] -0.773028
##
## [[118]]
## [1] -0.6766168
##
## [[119]]
## [1] -1.203022
##
## [[120]]
## [1] -0.2160139
##
## [[121]]
## [1] -0.7037559
##
## [[122]]
## [1] -0.9119439
##
## [[123]]
## [1] -1.008394
##
## [[124]]
## [1] -0.5260272
##
## [[125]]
## [1] -0.3067427
##
## [[126]]
## [1] -1.056956
##
## [[127]]
## [1] -1.025691
##
## [[128]]
## [1] -0.6880497
##
## [[129]]
## [1] -0.353931
##
## [[130]]
## [1] -0.2541038
##
## [[131]]
## [1] -1.41601
##
## [[132]]
## [1] -0.2377219
##
## [[133]]
## [1] -1.207218
##
## [[134]]
## [1] -1.448127
##
## [[135]]
## [1] -0.9782471
##
## [[136]]
## [1] -0.5810037
##
## [[137]]
## [1] -0.9721364
##
## [[138]]
## [1] -0.8894656
##
## [[139]]
## [1] -1.120668
##
## [[140]]
## [1] -0.2740245
##
## [[141]]
## [1] -1.339885
##
## [[142]]
## [1] -1.128235
##
## [[143]]
## [1] -1.431966
##
## [[144]]
## [1] -0.9872813
##
## [[145]]
## [1] -0.7683403
##
## [[146]]
## [1] -0.5981535
##
## [[147]]
## [1] -1.083406
##
## [[148]]
## [1] -1.461057
##
## [[149]]
## [1] -0.322356
##
## [[150]]
## [1] -1.487761
##
## [[151]]
## [1] -1.151102
##
## [[152]]
## [1] -1.112624
##
## [[153]]
## [1] -1.09295
##
## [[154]]
## [1] -0.6181625
##
## [[155]]
## [1] -0.2379579
##
## [[156]]
## [1] -0.8125962
##
## [[157]]
## [1] -1.185394
##
## [[158]]
## [1] -0.06153256
##
## [[159]]
## [1] -0.5797748
##
## [[160]]
## [1] -0.4127488
##
## [[161]]
## [1] -0.3773045
##
## [[162]]
## [1] -0.6073014
##
## [[163]]
## [1] -1.173961
##
## [[164]]
## [1] -0.5593387
##
## [[165]]
## [1] -0.7880724
##
## [[166]]
## [1] -0.2571565
##
## [[167]]
## [1] -1.479352
##
## [[168]]
## [1] -0.4149842
##
## [[169]]
## [1] -0.02971003
##
## [[170]]
## [1] -1.013796
##
## [[171]]
## [1] -0.4788812
##
## [[172]]
## [1] -1.001737
##
## [[173]]
## [1] -1.25401
##
## [[174]]
## [1] -1.359589
##
## [[175]]
## [1] -1.235858
##
## [[176]]
## [1] -1.156303
##
## [[177]]
## [1] -0.9335424
##
## [[178]]
## [1] -0.8689471
##
## [[179]]
## [1] -1.296512
##
## [[180]]
## [1] -0.8839202
##
## [[181]]
## [1] -0.5456095
##
## [[182]]
## [1] -0.8136633
##
## [[183]]
## [1] -1.213154
##
## [[184]]
## [1] -1.053556
##
## [[185]]
## [1] -1.119573
##
## [[186]]
## [1] -1.407517
##
## [[187]]
## [1] -1.434382
##
## [[188]]
## [1] -1.390248
##
## [[189]]
## [1] -1.539313
##
## [[190]]
## [1] -0.3261396
##
## [[191]]
## [1] -1.162179
##
## [[192]]
## [1] -1.223394
##
## [[193]]
## [1] -1.093992
##
## [[194]]
## [1] -1.526129
##
## [[195]]
## [1] -1.289873
##
## [[196]]
## [1] -0.2599092
##
## [[197]]
## [1] -0.367345
##
## [[198]]
## [1] -1.174811
##
## [[199]]
## [1] -0.9433117
##
## [[200]]
## [1] -0.971422RSS - Explore Site 2
'Exploring Site 2 RSS'## [1] "Exploring Site 2 RSS"cwws32valrss2_run1## $bd
## day month year basinID pot_surface_infil snow_thr sat_def_z sat_def
## 1: 1 11 2017 1 0 0 5743.000 2492.617
## 2: 2 11 2017 1 0 0 5775.680 2506.922
## 3: 3 11 2017 1 0 0 5827.917 2529.530
## 4: 4 11 2017 1 0 0 5874.239 2549.550
## 5: 5 11 2017 1 0 0 5922.438 2570.429
## ---
## 361: 27 10 2018 1 0 0 7731.890 3352.507
## 362: 28 10 2018 1 0 0 7736.308 3354.427
## 363: 29 10 2018 1 0 0 7742.479 3357.111
## 364: 30 10 2018 1 0 0 7750.978 3360.813
## 365: 31 10 2018 1 0 0 7757.512 3363.671
## rz_storage unsat_stor rz_drainage unsat_drain cap evap snowpack
## 1: 76.59031 1334.841 2.490852 1.372280 0.294495 0.275352 0
## 2: 75.81287 1333.825 2.183796 1.260209 0.254941 0.335187 0
## 3: 75.04237 1341.611 2.093020 1.285571 0.214954 0.395090 0
## 4: 74.41683 1347.344 1.892376 1.303572 0.173055 0.259773 0
## 5: 74.05853 1354.467 1.700235 1.221638 0.137988 0.252518 0
## ---
## 361: 85.97056 2242.030 4.456435 0.851586 0.147090 0.235130 0
## 362: 84.16584 2242.406 2.001184 0.571941 0.069264 0.432388 0
## 363: 82.95562 2243.122 1.408888 0.606845 0.068525 0.358181 0
## 364: 81.77949 2244.959 1.137202 0.453134 0.106126 0.355902 0
## 365: 80.78658 2245.703 0.936922 0.518146 0.061072 0.416151 0
## trans baseflow return streamflow psn nppcum lai gw.Qout
## 1: 0.013950 7.753767 10.844229 18.396028 0.000048 0 0.023064 2.668249
## 2: 0.018846 7.331587 10.867505 18.003012 0.000062 0 0.023064 2.454442
## 3: 0.023052 6.963001 10.469701 17.243608 0.000064 0 0.023064 2.257814
## 4: 0.014314 6.645025 10.070107 16.528914 0.000051 0 0.023064 2.076980
## 5: 0.013761 6.371086 9.388270 15.586203 0.000050 0 0.023064 1.910668
## ---
## 361: 0.011935 4.695507 1.349666 6.021505 0.000035 0 0.068955 2.827366
## 362: 0.048600 4.484458 0.992757 5.457083 0.000081 0 0.064933 2.600572
## 363: 0.040211 4.202509 0.969943 5.152723 0.000082 0 0.062261 2.392018
## 364: 0.043760 3.953129 0.888380 4.822632 0.000106 0 0.060927 2.200234
## 365: 0.021714 3.808010 0.884243 4.669170 0.000065 0 0.023064 2.023867
## gw.storage detention_store %sat_area litter_store litter_capacity
## 1: 30.72299 0 4.047260 0.001527 0.084106
## 2: 28.26854 0 4.047260 0.001321 0.084106
## 3: 26.01073 0 3.896430 0.000739 0.084106
## 4: 23.93375 0 3.720463 0.000680 0.084106
## 5: 22.02308 0 3.619910 0.000680 0.084106
## ---
## 361: 32.51715 0 0.904977 0.009990 0.084106
## 362: 29.91657 0 0.854701 0.000762 0.084106
## 363: 27.52456 0 0.879839 0.000438 0.084106
## 364: 25.32432 0 0.854701 0.000429 0.084106
## 365: 23.30045 0 0.854701 0.000415 0.084106
## canopy_store %snow_cover snow_subl trans_var acc_trans acctransv_var
## 1: 0.000057 0 0 0.000666 82.93318 4450.352
## 2: 0.000057 0 0 0.001233 82.95203 4448.844
## 3: 0.000057 0 0 0.001866 82.97508 4447.011
## 4: 0.000057 0 0 0.000703 82.98939 4445.864
## 5: 0.000057 0 0 0.000650 83.00316 4444.762
## ---
## 361: 0.000057 0 0 0.000056 140.24980 13626.764
## 362: 0.000057 0 0 0.001040 140.29840 13630.999
## 363: 0.000057 0 0 0.000732 140.33861 13634.290
## 364: 0.000057 0 0 0.000879 140.38237 13637.773
## 365: 0.000057 0 0 0.001654 140.40408 13634.344
## pet dC13 precip pcp_assim mortf tmax tmin tavg
## 1: 0.017468 23.35639 0 0 0 15.27671 9.17671 12.22671
## 2: 0.023444 22.80455 0 0 0 17.87671 10.47671 14.17671
## 3: 0.029926 22.46116 0 0 0 20.17671 11.47671 15.82671
## 4: 0.019109 22.61564 0 0 0 18.97671 13.57671 16.27671
## 5: 0.018142 22.74170 0 0 0 18.27671 12.97671 15.62671
## ---
## 361: 0.020734 25.32715 0 0 0 6.67671 2.97671 4.82671
## 362: 0.062350 24.16066 0 0 0 12.67671 2.27671 7.47671
## 363: 0.051153 23.96998 0 0 0 12.47671 4.07671 8.27671
## 364: 0.053404 23.14207 0 0 0 14.27671 6.27671 10.27671
## 365: 0.026811 22.23760 0 0 0 18.07671 9.37671 13.72671
## vpd snowfall recharge gpsn resp gs rootdepth plantc
## 1: 262.7217 0 0 0.078455 0.029971 0.108837 436.5498 0.096925
## 2: 350.5153 0 0 0.093085 0.031207 0.109496 436.5498 0.096925
## 3: 444.9765 0 0 0.096641 0.032474 0.104748 436.5498 0.096925
## 4: 296.5631 0 0 0.084509 0.033197 0.101727 436.5498 0.096925
## 5: 280.9250 0 0 0.082629 0.033115 0.103077 436.5498 0.096925
## ---
## 361: 105.6290 0 0 0.065679 0.030718 0.235686 436.5498 0.096925
## 362: 316.3843 0 0 0.112699 0.031741 0.301385 436.5498 0.096925
## 363: 276.3677 0 0 0.113537 0.031954 0.291434 436.5498 0.096925
## 364: 298.7147 0 0 0.138920 0.033399 0.297529 436.5498 0.096925
## 365: 394.2291 0 0 0.094625 0.030026 0.110365 436.5498 0.096925
## snowmelt canopysubl routedstreamflow canopy_snow height evap_can
## 1: 0 0 2.668249 0 6.876357 0.000000
## 2: 0 0 2.454442 0 6.876357 0.000000
## 3: 0 0 2.257814 0 6.876357 0.000000
## 4: 0 0 2.076980 0 6.876357 0.000000
## 5: 0 0 1.910668 0 6.876357 0.000000
## ---
## 361: 0 0 2.827366 0 6.876357 0.000092
## 362: 0 0 2.600572 0 6.876357 0.000000
## 363: 0 0 2.392018 0 6.876357 0.000000
## 364: 0 0 2.200234 0 6.876357 0.000000
## 365: 0 0 2.023867 0 6.876357 0.000000
## evap_lit evap_soil litrc Kdown Ldown Kup Lup Kstar_can
## 1: 0.000592 0.274760 0.042053 2346.852 31189.63 292.5164 0 91.24764
## 2: 0.000206 0.334981 0.042053 3207.800 31537.13 399.0860 0 126.38799
## 3: 0.000581 0.394509 0.042053 4097.599 31688.91 508.8204 0 165.33381
## 4: 0.000059 0.259714 0.042053 1910.967 33355.60 238.4185 0 66.83281
## 5: 0.000000 0.252518 0.042053 1850.866 33078.59 230.9517 0 64.91660
## ---
## 361: 0.074116 0.160922 0.042053 1268.669 28728.78 158.9644 0 117.73402
## 362: 0.009229 0.423159 0.042053 6193.494 26933.12 769.9450 0 522.07019
## 363: 0.000324 0.357857 0.042053 4670.184 28371.97 582.0021 0 387.49461
## 364: 0.000009 0.355893 0.042053 4356.794 29464.88 543.2130 0 343.10288
## 365: 0.000014 0.416138 0.042053 4057.706 30680.68 503.8666 0 166.41620
## Kstar_soil Kstar_snow Lstar_can Lstar_soil Lstar_snow LE_canopy LE_soil
## 1: 1159.1481 0 0 0 0 34.50393 680.0305
## 2: 1631.6143 0 0 0 0 46.50394 826.0033
## 3: 2157.4905 0 0 0 0 56.77899 971.7892
## 4: 937.9383 0 0 0 0 35.23765 639.0867
## 5: 906.7446 0 0 0 0 33.89872 621.6495
## ---
## 361: 563.7568 0 0 0 0 30.01347 584.9370
## 362: 3272.4949 0 0 0 0 120.66964 1071.9309
## 363: 2347.2411 0 0 0 0 99.70952 887.6222
## 364: 2169.7688 0 0 0 0 108.26993 880.3183
## 365: 2154.0435 0 0 0 0 53.53417 1025.7208
## LE_snow Lstar_strat canopydrip date wy yd et unfilled_cap
## 1: 0 0 0 2017-11-01 2018 305 0.289302 1411.431
## 2: 0 0 0 2017-11-02 2018 306 0.354033 1409.637
## 3: 0 0 0 2017-11-03 2018 307 0.418142 1416.653
## 4: 0 0 0 2017-11-04 2018 308 0.274087 1421.761
## 5: 0 0 0 2017-11-05 2018 309 0.266279 1428.525
## ---
## 361: 0 0 0 2018-10-27 2019 300 0.247065 2328.001
## 362: 0 0 0 2018-10-28 2019 301 0.480988 2326.572
## 363: 0 0 0 2018-10-29 2019 302 0.398392 2326.078
## 364: 0 0 0 2018-10-30 2019 303 0.399662 2326.738
## 365: 0 0 0 2018-10-31 2019 304 0.437865 2326.490
##
## $pd
## day month year basinID hillID zoneID patchID familyID family_horizon
## 1: 1 11 2017 1 108 141942 141942 -9999 0
## 2: 2 11 2017 1 108 141942 141942 -9999 0
## 3: 3 11 2017 1 108 141942 141942 -9999 0
## 4: 4 11 2017 1 108 141942 141942 -9999 0
## 5: 5 11 2017 1 108 141942 141942 -9999 0
## ---
## 361: 27 10 2018 1 108 141942 141942 -9999 0
## 362: 28 10 2018 1 108 141942 141942 -9999 0
## 363: 29 10 2018 1 108 141942 141942 -9999 0
## 364: 30 10 2018 1 108 141942 141942 -9999 0
## 365: 31 10 2018 1 108 141942 141942 -9999 0
## rain_thr detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1: 0 0 8025.384 3491.042 0.02518 0.242626
## 2: 0 0 8083.861 3516.479 0.02518 0.242626
## 3: 0 0 8136.676 3539.454 0.02518 0.242626
## 4: 0 0 8185.318 3560.613 0.02518 0.242626
## 5: 0 0 8232.207 3581.010 0.02518 0.242626
## ---
## 361: 0 0 9783.260 4255.718 0.02518 0.242626
## 362: 0 0 9784.936 4256.447 0.02518 0.242626
## 363: 0 0 9786.593 4257.168 0.02518 0.242626
## 364: 0 0 9788.253 4257.890 0.02518 0.242626
## 365: 0 0 9789.896 4258.605 0.02518 0.242626
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1: 0.091429 0.02518 1475.001 0 0.000001
## 2: 0.091429 0.02518 1481.963 0 0.000000
## 3: 0.091429 0.02518 1488.251 0 0.000000
## 4: 0.091429 0.02518 1494.042 0 0.000000
## 5: 0.091429 0.02518 1499.625 0 0.000000
## ---
## 361: 0.091429 0.02518 3938.952 0 0.000000
## 362: 0.091429 0.02518 3938.952 0 0.000000
## 363: 0.091429 0.02518 3938.952 0 0.000000
## 364: 0.091429 0.02518 3938.952 0 0.000000
## 365: 0.091429 0.02518 3938.952 0 0.000000
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1: 0 0 0 0 0 0
## 2: 0 0 0 0 0 0
## 3: 0 0 0 0 0 0
## 4: 0 0 0 0 0 0
## 5: 0 0 0 0 0 0
## ---
## 361: 0 0 0 0 0 0
## 362: 0 0 0 0 0 0
## 363: 0 0 0 0 0 0
## 364: 0 0 0 0 0 0
## 365: 0 0 0 0 0 0
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1: 0.084085 0.000000 0 0 0 0.000000 12.578771
## 2: 0.000000 0.000000 0 0 0 0.000000 11.510937
## 3: 0.000000 0.000000 0 0 0 0.000000 10.601495
## 4: 0.000000 0.000000 0 0 0 0.000000 9.830918
## 5: 0.000000 0.000000 0 0 0 0.000000 9.166415
## ---
## 361: 0.107003 0.065277 0 0 0 0.000973 0.795890
## 362: 0.298250 0.000000 0 0 0 0.000000 0.786243
## 363: 0.000000 0.000000 0 0 0 0.000000 0.780788
## 364: 0.000000 0.000000 0 0 0 0.000000 0.769520
## 365: 0.000000 0.000000 0 0 0 0.000000 0.768164
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1: 32.507555 -0.006628 0.103779 0.55776 0.00000 0.00000 100
## 2: 29.986232 -0.007134 0.103779 0.55776 0.00000 0.00000 100
## 3: 27.288185 -0.007587 0.103779 0.55776 0.00000 0.00000 100
## 4: 25.198768 -0.007833 0.103779 0.55776 0.00000 0.00000 100
## 5: 23.980733 -0.007633 0.103779 0.55776 0.00000 0.00000 100
## ---
## 361: 1.526033 0.001268 0.103779 0.55776 0.29825 0.73596 100
## 362: 1.515568 -0.005371 0.103779 0.55776 0.00000 0.00000 100
## 363: 1.501257 -0.005594 0.103779 0.55776 0.00000 0.00000 100
## 364: 1.491857 -0.006076 0.103779 0.55776 0.00000 0.00000 100
## 365: 1.482961 -0.006968 0.103779 0.55776 0.00000 0.00000 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1: 0.006153 0.015385 0 0 0 0 0
## 2: 0.008305 0.015385 0 0 0 0 0
## 3: 0.010596 0.015385 0 0 0 0 0
## 4: 0.006661 0.015385 0 0 0 0 0
## 5: 0.006321 0.015385 0 0 0 0 0
## ---
## 361: 0.002492 0.015381 0 0 0 0 0
## 362: 0.008263 0.015381 0 0 0 0 0
## 363: 0.007085 0.015381 0 0 0 0 0
## 364: 0.007535 0.015381 0 0 0 0 0
## 365: 0.009499 0.015385 0 0 0 0 0
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1: 354.6386 5.991808 126.47548 0 53.22038 1076.4475
## 2: 443.2455 11.071538 158.60200 0 98.33950 1348.5848
## 3: 514.0600 18.067409 184.70893 0 160.47815 1568.6871
## 4: 302.2153 4.019507 107.61996 0 35.70202 916.3588
## 5: 294.5789 3.778390 104.88012 0 33.56038 893.0802
## ---
## 361: 208.4372 2.088969 74.11247 0 18.56876 631.3329
## 362: 607.6627 45.874405 221.68657 0 407.77565 1874.5823
## 363: 544.4919 25.902972 196.49150 0 230.25043 1666.6990
## 364: 524.6973 22.562283 189.00902 0 200.55518 1604.0546
## 365: 509.0552 17.891509 182.91065 0 158.91578 1553.4147
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1: 0 62.50597 0 0 0 0
## 2: 0 80.09490 0 0 0 0
## 3: 0 95.76733 0 0 0 0
## 4: 0 52.65953 0 0 0 0
## 5: 0 51.25293 0 0 0 0
## ---
## 361: 0 31.81737 0 0 0 0
## 362: 0 125.64945 0 0 0 0
## 363: 0 104.56530 0 0 0 0
## 364: 0 99.49406 0 0 0 0
## 365: 0 94.84024 0 0 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1: 0 0.181077 1 1 3.186702 0 0.000000
## 2: 0 0.181077 1 1 3.186702 0 0.000000
## 3: 0 0.181077 1 1 3.186702 0 0.000000
## 4: 0 0.181077 1 1 3.186702 0 0.000000
## 5: 0 0.181077 1 1 3.186702 0 0.000000
## ---
## 361: 0 0.181077 1 1 3.186702 0 0.591411
## 362: 0 0.181077 1 1 3.186702 0 0.000000
## 363: 0 0.181077 1 1 3.186702 0 0.000000
## 364: 0 0.181077 1 1 3.186702 0 0.000000
## 365: 0 0.181077 1 1 3.186702 0 0.000000
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1: 1.315443 0 0.116516 0 0 662.0624
## 2: 1.325029 0 0.116516 0 0 858.9863
## 3: 1.333686 0 0.116516 0 0 1042.1888
## 4: 1.341659 0 0.116516 0 0 554.6395
## 5: 1.349346 0 0.116516 0 0 539.3976
## ---
## 361: 1.603597 0 0.116516 0 0 376.4743
## 362: 1.603872 0 0.116516 0 0 1446.4595
## 363: 1.604143 0 0.116516 0 0 1162.7626
## 364: 1.604415 0 0.116516 0 0 1099.4515
## 365: 1.604685 0 0.116516 0 0 1032.0423
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
## 1: 53.22038 1076.4475 0.000000 0 0 0
## 2: 98.33950 1348.5848 0.000000 0 0 0
## 3: 160.47815 1568.6871 0.000000 0 0 0
## 4: 35.70202 916.3588 0.000000 0 0 0
## 5: 33.56038 893.0802 0.000000 0 0 0
## ---
## 361: 18.56876 631.3329 0.000065 0 0 0
## 362: 407.77565 1874.5823 0.000000 0 0 0
## 363: 230.25043 1666.6990 0.000000 0 0 0
## 364: 200.55518 1604.0546 0.000000 0 0 0
## 365: 158.91578 1553.4147 0.000000 0 0 0
## snow_Qrain snow_Qmelt LEcanopy SED snow_age fire_et date wy yd
## 1: 0 0 0.031733 0.001 0 0.000084 2017-11-01 2018 305
## 2: 0 0 0.042680 0.001 0 0.000000 2017-11-02 2018 306
## 3: 0 0 0.054446 0.001 0 0.000000 2017-11-03 2018 307
## 4: 0 0 0.034803 0.001 0 0.000000 2017-11-04 2018 308
## 5: 0 0 0.033007 0.001 0 0.000000 2017-11-05 2018 309
## ---
## 361: 0 0 4.093990 0.001 0 0.000173 2018-10-27 2019 300
## 362: 0 0 0.041354 0.001 0 0.000298 2018-10-28 2019 301
## 363: 0 0 0.035512 0.001 0 0.000000 2018-10-29 2019 302
## 364: 0 0 0.037902 0.001 0 0.000000 2018-10-30 2019 303
## 365: 0 0 0.048644 0.001 0 0.000000 2018-10-31 2019 304{plot(cwws32valrss2_run1$bd$date, (cwws32valrss2_run1$bd$rz_storage/cwws32valrss2_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}
{plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")
plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")
plot(valmergesm3$Date, valmergesm3$Site2, type = "l")
{plot(cwws32valrss2_run3$pd$date, (cwws32valrss2_run3$pd$rz_storage/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
{plot(cwws32valrss2_run3$pd$date, ((cwws32valrss2_run3$pd$root_zone.S*cwws32valrss2_run3$pd$potential_rz_store)/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"{plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
{plot(cwws32valrss2_run43$pd$date, (cwws32valrss2_run43$pd$rz_storage/cwws32valrss2_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm43$Date,valmergesm43$Site2, col = 'BLUE', lty = 3)}
{plot(cwws32valrss2_run43$bd$date, (cwws32valrss2_run43$bd$rz_storage/cwws32valrss2_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}
prepare to run model 20 times for patch 3 - only for validation time series
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32dsm.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32dsm",
flowtable = "CWWS32dsm1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valrss3",
commandline_options = c("-b -p 1 108 149478 149478"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")RSS - run model in parallel
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_std_pars(m = toprss[i,]$m,
k = toprss[i,]$k,
soil_dep= toprss[i,]$soil_dep,
m_v = toprss[i,]$m_v,
k_v = toprss[i,]$k_v,
gw1 = toprss[i,]$gw1,
gw2 = toprss[i,]$gw2,
pa = toprss[i,]$pa,
po = toprss[i,]$po,
vgseng1 = toprss[i,]$vgseng1,
vgseng2 = toprss[i,]$vgseng2,
vgseng3 = toprss[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
std_pars = stdpars,
runID = i)
} ## [[1]]
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## [[86]]
## NULL
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## NULL
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## NULL
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## [[89]]
## NULL
##
## [[90]]
## NULL
##
## [[91]]
## NULL
##
## [[92]]
## NULL
##
## [[93]]
## NULL
##
## [[94]]
## NULL
##
## [[95]]
## NULL
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## [[96]]
## NULL
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## [[97]]
## NULL
##
## [[98]]
## NULL
##
## [[99]]
## NULL
##
## [[100]]
## NULL
##
## [[101]]
## NULL
##
## [[102]]
## NULL
##
## [[103]]
## NULL
##
## [[104]]
## NULL
##
## [[105]]
## NULL
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## [[106]]
## NULL
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## [[107]]
## NULL
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## [[108]]
## NULL
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## [[109]]
## NULL
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## [[110]]
## NULL
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## [[111]]
## NULL
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## [[112]]
## NULL
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## NULL
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## NULL
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## NULL
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## [[116]]
## NULL
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## NULL
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## [[118]]
## NULL
##
## [[119]]
## NULL
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## [[120]]
## NULL
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## [[121]]
## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## [[129]]
## NULL
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## [[130]]
## NULL
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## [[131]]
## NULL
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## [[132]]
## NULL
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## [[133]]
## NULL
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## [[134]]
## NULL
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## [[135]]
## NULL
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## [[136]]
## NULL
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## [[137]]
## NULL
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## [[138]]
## NULL
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## [[139]]
## NULL
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## [[140]]
## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## [[148]]
## NULL
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## [[149]]
## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## [[158]]
## NULL
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## NULL
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## NULL
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## NULL
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## [[189]]
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## NULL
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## [[200]]
## NULL end_time = Sys.time()
end_time - start_time## Time difference of 1.120463 hoursRSS - read n runs, create table and append to table
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valrss3_run",i), readin_rhessys_output(paste0("out/cwws32valrss3_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss3_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite3## [[1]]
## [1] -1.421506
##
## [[2]]
## [1] -0.3583073
##
## [[3]]
## [1] -0.4462947
##
## [[4]]
## [1] -0.3924934
##
## [[5]]
## [1] NA
##
## [[6]]
## [1] -0.4044822
##
## [[7]]
## [1] NA
##
## [[8]]
## [1] -0.4653861
##
## [[9]]
## [1] NA
##
## [[10]]
## [1] -0.3859184
##
## [[11]]
## [1] -0.4843033
##
## [[12]]
## [1] -0.4490837
##
## [[13]]
## [1] NA
##
## [[14]]
## [1] NA
##
## [[15]]
## [1] -0.3961204
##
## [[16]]
## [1] NA
##
## [[17]]
## [1] -0.2516934
##
## [[18]]
## [1] -0.3468224
##
## [[19]]
## [1] -0.4164914
##
## [[20]]
## [1] -1.3606
##
## [[21]]
## [1] -2.341172
##
## [[22]]
## [1] -0.05324693
##
## [[23]]
## [1] NA
##
## [[24]]
## [1] -0.8276138
##
## [[25]]
## [1] -0.4314689
##
## [[26]]
## [1] NA
##
## [[27]]
## [1] -0.4079785
##
## [[28]]
## [1] NA
##
## [[29]]
## [1] -0.3634112
##
## [[30]]
## [1] -1.249376
##
## [[31]]
## [1] -0.49737
##
## [[32]]
## [1] -0.3850537
##
## [[33]]
## [1] -0.4266022
##
## [[34]]
## [1] NA
##
## [[35]]
## [1] -0.3774558
##
## [[36]]
## [1] -0.1943378
##
## [[37]]
## [1] -0.4240694
##
## [[38]]
## [1] -0.4164528
##
## [[39]]
## [1] -1.637026
##
## [[40]]
## [1] -0.4320797
##
## [[41]]
## [1] -0.3720251
##
## [[42]]
## [1] -0.4328471
##
## [[43]]
## [1] -2.775082
##
## [[44]]
## [1] 0.02187973
##
## [[45]]
## [1] -0.2812017
##
## [[46]]
## [1] 0.03085794
##
## [[47]]
## [1] NA
##
## [[48]]
## [1] -0.02543784
##
## [[49]]
## [1] -0.6551556
##
## [[50]]
## [1] -0.1228456
##
## [[51]]
## [1] NA
##
## [[52]]
## [1] NA
##
## [[53]]
## [1] -0.7153446
##
## [[54]]
## [1] -0.9928561
##
## [[55]]
## [1] -0.5851064
##
## [[56]]
## [1] -0.09833728
##
## [[57]]
## [1] NA
##
## [[58]]
## [1] -0.4271122
##
## [[59]]
## [1] NA
##
## [[60]]
## [1] NA
##
## [[61]]
## [1] -0.4268278
##
## [[62]]
## [1] -0.4352726
##
## [[63]]
## [1] -0.5248017
##
## [[64]]
## [1] -0.176095
##
## [[65]]
## [1] -0.428793
##
## [[66]]
## [1] NA
##
## [[67]]
## [1] -2.700744
##
## [[68]]
## [1] -0.3704813
##
## [[69]]
## [1] -0.3551118
##
## [[70]]
## [1] -0.09728227
##
## [[71]]
## [1] -0.2565731
##
## [[72]]
## [1] -0.6820167
##
## [[73]]
## [1] 0.02126905
##
## [[74]]
## [1] NA
##
## [[75]]
## [1] -0.4323193
##
## [[76]]
## [1] -1.012303
##
## [[77]]
## [1] -0.4875085
##
## [[78]]
## [1] -0.4394604
##
## [[79]]
## [1] -0.3480716
##
## [[80]]
## [1] -0.3081493
##
## [[81]]
## [1] -0.5935669
##
## [[82]]
## [1] -0.1100859
##
## [[83]]
## [1] -0.2087055
##
## [[84]]
## [1] -0.4953754
##
## [[85]]
## [1] NA
##
## [[86]]
## [1] NA
##
## [[87]]
## [1] -0.03093732
##
## [[88]]
## [1] NA
##
## [[89]]
## [1] -0.3960886
##
## [[90]]
## [1] NA
##
## [[91]]
## [1] NA
##
## [[92]]
## [1] -2.597713
##
## [[93]]
## [1] -2.308253
##
## [[94]]
## [1] -0.55273
##
## [[95]]
## [1] -0.4223044
##
## [[96]]
## [1] -0.05970736
##
## [[97]]
## [1] -2.869737
##
## [[98]]
## [1] -0.1191616
##
## [[99]]
## [1] -0.4460173
##
## [[100]]
## [1] NA
##
## [[101]]
## [1] -1.403758
##
## [[102]]
## [1] -1.846955
##
## [[103]]
## [1] -0.2732026
##
## [[104]]
## [1] -0.4298199
##
## [[105]]
## [1] -0.4375266
##
## [[106]]
## [1] -0.4154701
##
## [[107]]
## [1] -0.316279
##
## [[108]]
## [1] -0.3547762
##
## [[109]]
## [1] -0.7878098
##
## [[110]]
## [1] -0.3009494
##
## [[111]]
## [1] -0.4321526
##
## [[112]]
## [1] -0.3694412
##
## [[113]]
## [1] -0.130588
##
## [[114]]
## [1] NA
##
## [[115]]
## [1] -0.1434588
##
## [[116]]
## [1] -0.2481384
##
## [[117]]
## [1] -0.4357028
##
## [[118]]
## [1] NA
##
## [[119]]
## [1] -0.4364143
##
## [[120]]
## [1] -2.090629
##
## [[121]]
## [1] -0.4217848
##
## [[122]]
## [1] -0.0761249
##
## [[123]]
## [1] -0.3460197
##
## [[124]]
## [1] NA
##
## [[125]]
## [1] -0.4441044
##
## [[126]]
## [1] -0.2130646
##
## [[127]]
## [1] -1.272028
##
## [[128]]
## [1] -1.583697
##
## [[129]]
## [1] -0.4535609
##
## [[130]]
## [1] -0.4281571
##
## [[131]]
## [1] -0.1291616
##
## [[132]]
## [1] NA
##
## [[133]]
## [1] -0.1322513
##
## [[134]]
## [1] -0.01610577
##
## [[135]]
## [1] 0.03228877
##
## [[136]]
## [1] -0.4247408
##
## [[137]]
## [1] -0.5152021
##
## [[138]]
## [1] NA
##
## [[139]]
## [1] NA
##
## [[140]]
## [1] NA
##
## [[141]]
## [1] -2.048684
##
## [[142]]
## [1] -1.373537
##
## [[143]]
## [1] -0.3835213
##
## [[144]]
## [1] -0.4135803
##
## [[145]]
## [1] NA
##
## [[146]]
## [1] NA
##
## [[147]]
## [1] NA
##
## [[148]]
## [1] -0.4516161
##
## [[149]]
## [1] NA
##
## [[150]]
## [1] -0.4500199
##
## [[151]]
## [1] -0.4153433
##
## [[152]]
## [1] NA
##
## [[153]]
## [1] NA
##
## [[154]]
## [1] NA
##
## [[155]]
## [1] NA
##
## [[156]]
## [1] NA
##
## [[157]]
## [1] -0.4264423
##
## [[158]]
## [1] NA
##
## [[159]]
## [1] -0.6603266
##
## [[160]]
## [1] NA
##
## [[161]]
## [1] NA
##
## [[162]]
## [1] NA
##
## [[163]]
## [1] NA
##
## [[164]]
## [1] NA
##
## [[165]]
## [1] NA
##
## [[166]]
## [1] -0.3597196
##
## [[167]]
## [1] NA
##
## [[168]]
## [1] NA
##
## [[169]]
## [1] NA
##
## [[170]]
## [1] NA
##
## [[171]]
## [1] NA
##
## [[172]]
## [1] NA
##
## [[173]]
## [1] NA
##
## [[174]]
## [1] NA
##
## [[175]]
## [1] NA
##
## [[176]]
## [1] -0.5531905
##
## [[177]]
## [1] NA
##
## [[178]]
## [1] NA
##
## [[179]]
## [1] NA
##
## [[180]]
## [1] NA
##
## [[181]]
## [1] NA
##
## [[182]]
## [1] NA
##
## [[183]]
## [1] NA
##
## [[184]]
## [1] NA
##
## [[185]]
## [1] NA
##
## [[186]]
## [1] NA
##
## [[187]]
## [1] NA
##
## [[188]]
## [1] NA
##
## [[189]]
## [1] NA
##
## [[190]]
## [1] NA
##
## [[191]]
## [1] NA
##
## [[192]]
## [1] NA
##
## [[193]]
## [1] NA
##
## [[194]]
## [1] NA
##
## [[195]]
## [1] NA
##
## [[196]]
## [1] NA
##
## [[197]]
## [1] -4.397937
##
## [[198]]
## [1] NA
##
## [[199]]
## [1] NA
##
## [[200]]
## [1] NAvalmergesm2## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 108 149478 149478 -9999 0 0.249800
## 2 1 108 149478 149478 -9999 0 0.757799
## 3 1 108 149478 149478 -9999 0 0.000000
## 4 1 108 149478 149478 -9999 0 32.761799
## 5 1 108 149478 149478 -9999 0 0.000000
## 6 1 108 149478 149478 -9999 0 6.091799
## 7 1 108 149478 149478 -9999 0 23.109799
## 8 1 108 149478 149478 -9999 0 0.000000
## 9 1 108 149478 149478 -9999 0 0.000000
## 10 1 108 149478 149478 -9999 0 0.000000
## 11 1 108 149478 149478 -9999 0 0.000000
## 12 1 108 149478 149478 -9999 0 0.000000
## 13 1 108 149478 149478 -9999 0 0.000000
## 14 1 108 149478 149478 -9999 0 0.000000
## 15 1 108 149478 149478 -9999 0 0.407656
## 16 1 108 149478 149478 -9999 0 0.000000
## 17 1 108 149478 149478 -9999 0 0.000000
## 18 1 108 149478 149478 -9999 0 0.000000
## 19 1 108 149478 149478 -9999 0 0.091018
## 20 1 108 149478 149478 -9999 0 0.000000
## 21 1 108 149478 149478 -9999 0 0.000000
## 22 1 108 149478 149478 -9999 0 0.000000
## 23 1 108 149478 149478 -9999 0 1.265801
## 24 1 108 149478 149478 -9999 0 0.000000
## 25 1 108 149478 149478 -9999 0 2.535801
## 26 1 108 149478 149478 -9999 0 84.325684
## 27 1 108 149478 149478 -9999 0 35.301801
## 28 1 108 149478 149478 -9999 0 0.558776
## 29 1 108 149478 149478 -9999 0 0.000000
## 30 1 108 149478 149478 -9999 0 0.023153
## 31 1 108 149478 149478 -9999 0 1.011801
## 32 1 108 149478 149478 -9999 0 0.243365
## 33 1 108 149478 149478 -9999 0 0.000000
## 34 1 108 149478 149478 -9999 0 0.000000
## 35 1 108 149478 149478 -9999 0 0.000000
## 36 1 108 149478 149478 -9999 0 0.000000
## 37 1 108 149478 149478 -9999 0 27.427801
## 38 1 108 149478 149478 -9999 0 0.503801
## 39 1 108 149478 149478 -9999 0 0.000000
## 40 1 108 149478 149478 -9999 0 0.000000
## 41 1 108 149478 149478 -9999 0 0.000000
## 42 1 108 149478 149478 -9999 0 14.981803
## 43 1 108 149478 149478 -9999 0 27.681803
## 44 1 108 149478 149478 -9999 0 0.000000
## 45 1 108 149478 149478 -9999 0 0.000000
## 46 1 108 149478 149478 -9999 0 0.000000
## 47 1 108 149478 149478 -9999 0 3.297804
## 48 1 108 149478 149478 -9999 0 0.000000
## 49 1 108 149478 149478 -9999 0 0.000000
## 50 1 108 149478 149478 -9999 0 36.825804
## 51 1 108 149478 149478 -9999 0 0.000000
## 52 1 108 149478 149478 -9999 0 2.027804
## 53 1 108 149478 149478 -9999 0 49.271804
## 54 1 108 149478 149478 -9999 0 0.000000
## 55 1 108 149478 149478 -9999 0 0.000000
## 56 1 108 149478 149478 -9999 0 83.053805
## 57 1 108 149478 149478 -9999 0 107.945805
## 58 1 108 149478 149478 -9999 0 11.933805
## 59 1 108 149478 149478 -9999 0 3.297805
## 60 1 108 149478 149478 -9999 0 0.000000
## 61 1 108 149478 149478 -9999 0 8.377805
## 62 1 108 149478 149478 -9999 0 0.000000
## 63 1 108 149478 149478 -9999 0 13.457807
## 64 1 108 149478 149478 -9999 0 2.789807
## 65 1 108 149478 149478 -9999 0 1.773807
## 66 1 108 149478 149478 -9999 0 2.789807
## 67 1 108 149478 149478 -9999 0 38.603807
## 68 1 108 149478 149478 -9999 0 0.000000
## 69 1 108 149478 149478 -9999 0 0.000000
## 70 1 108 149478 149478 -9999 0 0.249807
## 71 1 108 149478 149478 -9999 0 10.409808
## 72 1 108 149478 149478 -9999 0 4.059808
## 73 1 108 149478 149478 -9999 0 0.000000
## 74 1 108 149478 149478 -9999 0 31.999808
## 75 1 108 149478 149478 -9999 0 34.031808
## 76 1 108 149478 149478 -9999 0 0.000000
## 77 1 108 149478 149478 -9999 0 0.000000
## 78 1 108 149478 149478 -9999 0 0.000000
## 79 1 108 149478 149478 -9999 0 0.000000
## 80 1 108 149478 149478 -9999 0 19.299809
## 81 1 108 149478 149478 -9999 0 1.255194
## 82 1 108 149478 149478 -9999 0 0.000000
## 83 1 108 149478 149478 -9999 0 0.000000
## 84 1 108 149478 149478 -9999 0 0.000000
## 85 1 108 149478 149478 -9999 0 3.043809
## 86 1 108 149478 149478 -9999 0 11.679809
## 87 1 108 149478 149478 -9999 0 0.000000
## 88 1 108 149478 149478 -9999 0 0.000000
## 89 1 108 149478 149478 -9999 0 0.000000
## 90 1 108 149478 149478 -9999 0 0.000000
## 91 1 108 149478 149478 -9999 0 8.631810
## 92 1 108 149478 149478 -9999 0 0.000000
## 93 1 108 149478 149478 -9999 0 17.013810
## 94 1 108 149478 149478 -9999 0 8.885810
## 95 1 108 149478 149478 -9999 0 0.497389
## 96 1 108 149478 149478 -9999 0 0.000000
## 97 1 108 149478 149478 -9999 0 0.000000
## 98 1 108 149478 149478 -9999 0 14.473811
## 99 1 108 149478 149478 -9999 0 6.599811
## 100 1 108 149478 149478 -9999 0 0.000000
## 101 1 108 149478 149478 -9999 0 0.000000
## 102 1 108 149478 149478 -9999 0 0.000000
## 103 1 108 149478 149478 -9999 0 25.141812
## 104 1 108 149478 149478 -9999 0 0.000000
## 105 1 108 149478 149478 -9999 0 0.000000
## 106 1 108 149478 149478 -9999 0 0.000000
## 107 1 108 149478 149478 -9999 0 0.000000
## 108 1 108 149478 149478 -9999 0 0.000000
## 109 1 108 149478 149478 -9999 0 5.837812
## 110 1 108 149478 149478 -9999 0 0.000000
## 111 1 108 149478 149478 -9999 0 6.853812
## 112 1 108 149478 149478 -9999 0 19.553812
## 113 1 108 149478 149478 -9999 0 0.000000
## 114 1 108 149478 149478 -9999 0 2.789812
## 115 1 108 149478 149478 -9999 0 0.000000
## 116 1 108 149478 149478 -9999 0 0.000000
## 117 1 108 149478 149478 -9999 0 0.000000
## 118 1 108 149478 149478 -9999 0 0.000000
## 119 1 108 149478 149478 -9999 0 0.000000
## 120 1 108 149478 149478 -9999 0 64.765813
## 121 1 108 149478 149478 -9999 0 0.000000
## 122 1 108 149478 149478 -9999 0 0.000000
## 123 1 108 149478 149478 -9999 0 0.000000
## 124 1 108 149478 149478 -9999 0 0.000000
## 125 1 108 149478 149478 -9999 0 0.000000
## 126 1 108 149478 149478 -9999 0 0.000000
## 127 1 108 149478 149478 -9999 0 5.329813
## 128 1 108 149478 149478 -9999 0 113.279813
## 129 1 108 149478 149478 -9999 0 23.617813
## 130 1 108 149478 149478 -9999 0 0.000000
## 131 1 108 149478 149478 -9999 0 16.759813
## 132 1 108 149478 149478 -9999 0 0.000000
## 133 1 108 149478 149478 -9999 0 0.000000
## 134 1 108 149478 149478 -9999 0 0.000000
## 135 1 108 149478 149478 -9999 0 0.000000
## 136 1 108 149478 149478 -9999 0 0.000000
## 137 1 108 149478 149478 -9999 0 0.000000
## 138 1 108 149478 149478 -9999 0 0.000000
## 139 1 108 149478 149478 -9999 0 0.000000
## 140 1 108 149478 149478 -9999 0 0.000000
## 141 1 108 149478 149478 -9999 0 2.535813
## 142 1 108 149478 149478 -9999 0 18.283813
## 143 1 108 149478 149478 -9999 0 4.821814
## 144 1 108 149478 149478 -9999 0 0.249814
## 145 1 108 149478 149478 -9999 0 0.503814
## 146 1 108 149478 149478 -9999 0 0.000000
## 147 1 108 149478 149478 -9999 0 0.000000
## 148 1 108 149478 149478 -9999 0 0.000000
## 149 1 108 149478 149478 -9999 0 0.000000
## 150 1 108 149478 149478 -9999 0 10.917814
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 11.476481 5.175893 1.402647 434.7485
## 2 0 12.017616 5.419945 1.468784 434.7485
## 3 0 11.709070 5.280791 1.431074 434.7485
## 4 0 5.599928 2.525567 0.684419 434.7485
## 5 0 8.721220 3.933270 0.380095 434.7485
## 6 0 12.957704 5.843925 1.583681 434.7485
## 7 0 6.269164 2.827393 0.766213 434.7485
## 8 0 8.851209 3.991895 0.313483 434.7485
## 9 0 9.369769 4.225766 0.063376 434.7485
## 10 0 10.842302 4.889878 1.325138 434.7485
## 11 0 12.901399 5.818531 1.576800 434.7485
## 12 0 11.320704 5.105638 1.383608 434.7485
## 13 0 12.840514 5.791072 1.569358 434.7485
## 14 0 11.850580 5.344611 1.448369 434.7485
## 15 0 12.901039 5.818369 1.576756 434.7485
## 16 0 12.146579 5.478107 1.484546 434.7485
## 17 0 12.962939 5.846286 1.584321 434.7485
## 18 0 12.427238 5.604684 1.518848 434.7485
## 19 0 13.109668 5.912460 1.602254 434.7485
## 20 0 12.719843 5.736649 1.554610 434.7485
## 21 0 13.068743 5.894003 1.597252 434.7485
## 22 0 13.031749 5.877319 1.592731 434.7485
## 23 0 13.138712 5.925559 1.605804 434.7485
## 24 0 12.793306 5.769781 1.563589 434.7485
## 25 0 9.840423 4.438031 0.036330 434.7485
## 26 0 0.000000 0.000000 0.000000 434.7485
## 27 0 4.175432 1.883120 0.510318 434.7485
## 28 0 9.319238 4.202976 0.702682 434.7485
## 29 0 12.533320 5.652527 1.531813 434.7485
## 30 0 10.671551 4.812870 1.304269 434.7485
## 31 0 12.091559 5.453293 1.477822 434.7485
## 32 0 11.078614 4.996455 1.354020 434.7485
## 33 0 12.488423 5.632279 1.526326 434.7485
## 34 0 11.642611 5.250818 1.422952 434.7485
## 35 0 12.368722 5.578294 1.511696 434.7485
## 36 0 11.937067 5.383617 1.458940 434.7485
## 37 0 6.379499 2.877154 0.779698 434.7485
## 38 0 8.489153 3.828608 0.292376 434.7485
## 39 0 10.084243 4.547994 0.193648 434.7485
## 40 0 11.629744 5.245014 1.421379 434.7485
## 41 0 12.454481 5.616971 1.522178 434.7485
## 42 0 10.791416 4.866929 1.318919 434.7485
## 43 0 5.570534 2.512311 0.680827 434.7485
## 44 0 9.086022 4.097796 0.428433 434.7485
## 45 0 9.306322 4.197151 0.026921 434.7485
## 46 0 10.789030 4.865853 1.318627 434.7485
## 47 0 10.359424 4.672100 0.540437 434.7485
## 48 0 10.691719 4.821965 1.306734 434.7485
## 49 0 12.864406 5.801847 1.572278 434.7485
## 50 0 3.822155 1.723792 0.467141 434.7485
## 51 0 10.331737 4.659614 0.793597 434.7485
## 52 0 11.952735 5.390684 1.460855 434.7485
## 53 0 0.000000 0.000000 0.000000 434.7485
## 54 0 5.918995 2.669467 0.720062 434.7485
## 55 0 10.742274 4.844766 0.585679 434.7485
## 56 0 0.000000 0.000000 0.000000 434.7485
## 57 0 0.000000 0.000000 0.000000 434.7485
## 58 0 0.000000 0.000000 0.000000 434.7485
## 59 0 0.000000 0.000000 0.000000 434.7485
## 60 0 2.262287 1.020292 0.272396 434.7485
## 61 0 8.569960 3.865052 1.047414 434.7485
## 62 0 5.185077 2.338470 0.633716 434.7485
## 63 0 7.393988 3.334689 0.903688 434.7485
## 64 0 3.352468 1.511963 0.041204 434.7485
## 65 0 8.197809 3.697212 0.849191 434.7485
## 66 0 4.382897 1.976687 0.017611 434.7485
## 67 0 0.000000 0.000000 0.000000 434.7485
## 68 0 1.991313 0.898082 0.238398 434.7485
## 69 0 8.374242 3.776783 0.774827 434.7485
## 70 0 6.227745 2.808713 0.761151 434.7485
## 71 0 7.982807 3.600246 0.975653 434.7485
## 72 0 5.833127 2.630740 0.712921 434.7485
## 73 0 6.270797 2.828130 0.049730 434.7485
## 74 0 0.000000 0.000000 0.000000 434.7485
## 75 0 0.000000 0.000000 0.000000 434.7485
## 76 0 1.935871 0.873078 0.233342 434.7485
## 77 0 8.614311 3.885054 0.810877 434.7485
## 78 0 5.624138 2.536486 0.687378 434.7485
## 79 0 5.853760 2.640046 0.022405 434.7485
## 80 0 0.000000 0.000000 0.000000 434.7485
## 81 0 1.923261 0.867391 0.234643 434.7485
## 82 0 8.838385 3.986112 0.845158 434.7485
## 83 0 6.100601 2.751371 0.745611 434.7485
## 84 0 7.996586 3.606460 0.977337 434.7485
## 85 0 5.361202 2.417902 0.248219 434.7485
## 86 0 7.708899 3.476714 0.942176 434.7485
## 87 0 5.803328 2.617301 0.709279 434.7485
## 88 0 6.272779 2.829023 0.057369 434.7485
## 89 0 6.993472 3.154056 0.854737 434.7485
## 90 0 8.203774 3.699902 1.002659 434.7485
## 91 0 7.144356 3.222105 0.873178 434.7485
## 92 0 8.421253 3.797985 1.029239 434.7485
## 93 0 0.000000 0.000000 0.000000 434.7485
## 94 0 0.000000 0.000000 0.000000 434.7485
## 95 0 4.319900 1.948275 0.527971 434.7485
## 96 0 7.474245 3.370885 0.383469 434.7485
## 97 0 7.034068 3.172365 0.859699 434.7485
## 98 0 7.998891 3.607500 0.977619 434.7485
## 99 0 5.523548 2.491120 0.675084 434.7485
## 100 0 6.798711 3.066219 0.152792 434.7485
## 101 0 7.300056 3.292325 0.892208 434.7485
## 102 0 8.749284 3.945927 1.069331 434.7485
## 103 0 0.000000 0.000000 0.000000 434.7485
## 104 0 2.362198 1.065351 0.280826 434.7485
## 105 0 9.771018 4.406729 0.897171 434.7485
## 106 0 7.451920 3.360816 0.910768 434.7485
## 107 0 8.959882 4.040907 1.095070 434.7485
## 108 0 8.099537 3.652891 0.989920 434.7485
## 109 0 8.823233 3.979278 1.078369 434.7485
## 110 0 7.636924 3.444253 0.933379 434.7485
## 111 0 9.045273 4.079418 1.105507 434.7485
## 112 0 0.000000 0.000000 0.000000 434.7485
## 113 0 3.246140 1.464009 0.391352 434.7485
## 114 0 10.906144 4.918671 1.332941 434.7485
## 115 0 7.222255 3.257237 0.882699 434.7485
## 116 0 9.710667 4.379511 1.186831 434.7485
## 117 0 8.127218 3.665375 0.993303 434.7485
## 118 0 9.609765 4.334004 1.174499 434.7485
## 119 0 8.481050 3.824954 1.036548 434.7485
## 120 0 0.000000 0.000000 0.000000 434.7485
## 121 0 2.640071 1.190672 0.322630 434.7485
## 122 0 10.260048 4.627282 0.919826 434.7485
## 123 0 7.554050 3.406877 0.923251 434.7485
## 124 0 9.023178 4.069453 1.102806 434.7485
## 125 0 8.216550 3.705664 1.004221 434.7485
## 126 0 9.234503 4.164761 1.128634 434.7485
## 127 0 8.152486 3.676771 0.996391 434.7485
## 128 0 0.000000 0.000000 0.000000 434.7485
## 129 0 0.000000 0.000000 0.000000 434.7485
## 130 0 0.000000 0.000000 0.000000 434.7485
## 131 0 0.000000 0.000000 0.000000 434.7485
## 132 0 1.445708 0.652014 0.166209 434.7485
## 133 0 8.575552 3.867574 0.859913 434.7485
## 134 0 5.318878 2.398814 0.650070 434.7485
## 135 0 6.124578 2.762185 0.085131 434.7485
## 136 0 5.832724 2.630559 0.712871 434.7485
## 137 0 6.261743 2.824046 0.040951 434.7485
## 138 0 6.591721 2.972866 0.805635 434.7485
## 139 0 8.477845 3.823508 1.036156 434.7485
## 140 0 7.381077 3.328866 0.902110 434.7485
## 141 0 6.952982 3.135795 0.411547 434.7485
## 142 0 0.000000 0.000000 0.000000 434.7485
## 143 0 0.000000 0.000000 0.000000 434.7485
## 144 0 4.688320 2.114432 0.573003 434.7485
## 145 0 8.074915 3.641787 0.469268 434.7485
## 146 0 7.501411 3.383136 0.916817 434.7485
## 147 0 9.059633 4.085894 1.107262 434.7485
## 148 0 7.962855 3.591248 0.973214 434.7485
## 149 0 9.453735 4.263634 1.155429 434.7485
## 150 0 7.800021 3.517809 0.953313 434.7485
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 1.924060 0.567143 0 0.000000 0
## 2 2.014783 0.536524 0 0.106247 0
## 3 1.963054 0.563747 0 0.000000 0
## 4 0.938842 0.000000 0 0.000000 0
## 5 1.462134 0.262326 0 0.000000 0
## 6 2.172391 0.000000 0 0.000000 0
## 7 1.051041 0.000000 0 0.000000 0
## 8 1.483927 0.293883 0 0.000000 0
## 9 1.570865 0.413794 0 0.000000 0
## 10 1.817739 0.438206 0 0.000000 0
## 11 2.162951 0.507092 0 0.000000 0
## 12 1.897944 0.603188 0 0.000000 0
## 13 2.152744 0.529536 0 0.000000 0
## 14 1.986779 0.600540 0 0.000000 0
## 15 2.162891 0.554014 0 0.000000 0
## 16 2.036404 0.603123 0 0.000000 0
## 17 2.173269 0.567852 0 0.000000 0
## 18 2.083457 0.606017 0 0.000000 0
## 19 2.197868 0.580973 0 0.000000 0
## 20 2.132513 0.612877 0 0.000000 0
## 21 2.191007 0.594652 0 0.000000 0
## 22 2.184805 0.610964 0 0.000000 0
## 23 2.202737 0.609232 0 0.403079 0
## 24 2.144829 0.614539 0 0.000000 0
## 25 1.649771 0.598085 0 1.465811 0
## 26 0.000000 0.000000 0 0.000000 0
## 27 0.700021 0.000000 0 0.000000 0
## 28 1.562393 0.195202 0 0.273112 0
## 29 2.101242 0.435674 0 0.000000 0
## 30 1.789112 0.585933 0 0.000000 0
## 31 2.027180 0.498894 0 0.353199 0
## 32 1.857357 0.565280 0 0.000000 0
## 33 2.093715 0.517926 0 0.000000 0
## 34 1.951912 0.584210 0 0.000000 0
## 35 2.073647 0.544988 0 0.000000 0
## 36 2.001279 0.579015 0 0.000000 0
## 37 1.069539 0.000000 0 0.000000 0
## 38 1.423227 0.298241 0 0.127441 0
## 39 1.690648 0.397365 0 0.000000 0
## 40 1.949755 0.472243 0 0.000000 0
## 41 2.088024 0.544293 0 0.000000 0
## 42 1.809207 0.000000 0 0.000000 0
## 43 0.933914 0.000000 0 0.000000 0
## 44 1.523294 0.260891 0 0.000000 0
## 45 1.560228 0.424772 0 0.000000 0
## 46 1.808807 0.435754 0 0.000000 0
## 47 1.736783 0.504386 0 2.188014 0
## 48 1.792493 0.484304 0 0.000000 0
## 49 2.156749 0.499954 0 0.000000 0
## 50 0.640794 0.000000 0 0.000000 0
## 51 1.732141 0.179450 0 0.000000 0
## 52 2.003905 0.483007 0 0.687750 0
## 53 0.000000 0.000000 0 0.000000 0
## 54 0.992334 0.001283 0 0.000000 0
## 55 1.800969 0.278173 0 0.000000 0
## 56 0.000000 0.000000 0 0.000000 0
## 57 0.000000 0.000000 0 0.000000 0
## 58 0.000000 0.000000 0 0.000000 0
## 59 0.000000 0.000000 0 0.000000 0
## 60 0.379278 0.001568 0 0.000000 0
## 61 1.436775 0.000000 0 0.000000 0
## 62 0.869291 0.402602 0 0.000000 0
## 63 1.239620 0.000000 0 0.000000 0
## 64 0.562049 0.345668 0 1.974772 0
## 65 1.374383 0.156727 0 0.948340 0
## 66 0.734803 0.383246 0 1.785512 0
## 67 0.000000 0.000000 0 0.000000 0
## 68 0.333848 0.001904 0 0.000000 0
## 69 1.403962 0.095117 0 0.000000 0
## 70 1.044097 0.391495 0 0.000000 0
## 71 1.338337 0.000000 0 0.000000 0
## 72 0.977938 0.000000 0 0.000000 0
## 73 1.051315 0.274137 0 0.000000 0
## 74 0.000000 0.000000 0 0.000000 0
## 75 0.000000 0.000000 0 0.000000 0
## 76 0.324554 0.001246 0 0.000000 0
## 77 1.444210 0.092551 0 0.000000 0
## 78 0.942901 0.405185 0 0.000000 0
## 79 0.981397 0.265092 0 0.000000 0
## 80 0.000000 0.000000 0 0.000000 0
## 81 0.322439 0.000159 0 0.000000 0
## 82 1.481777 0.089913 0 0.000000 0
## 83 1.022781 0.414081 0 0.000000 0
## 84 1.340647 0.286354 0 0.000000 0
## 85 0.898819 0.373839 0 2.104508 0
## 86 1.292416 0.000000 0 0.000000 0
## 87 0.972942 0.361064 0 0.000000 0
## 88 1.051647 0.271308 0 0.000000 0
## 89 1.172473 0.296373 0 0.000000 0
## 90 1.375383 0.330568 0 0.000000 0
## 91 1.197769 0.000000 0 0.000000 0
## 92 1.411844 0.338257 0 0.000000 0
## 93 0.000000 0.000000 0 0.000000 0
## 94 0.000000 0.000000 0 0.000000 0
## 95 0.724242 0.000002 0 0.000000 0
## 96 1.253076 0.202740 0 0.000000 0
## 97 1.179279 0.351601 0 0.000000 0
## 98 1.341034 0.000000 0 0.000000 0
## 99 0.926036 0.000000 0 0.000000 0
## 100 1.139821 0.259395 0 0.000000 0
## 101 1.223872 0.319626 0 0.000000 0
## 102 1.466839 0.345128 0 0.000000 0
## 103 0.000000 0.000000 0 0.000000 0
## 104 0.396028 0.003014 0 0.000000 0
## 105 1.638135 0.113619 0 0.000000 0
## 106 1.249333 0.461174 0 0.000000 0
## 107 1.502146 0.352711 0 0.000000 0
## 108 1.357907 0.422454 0 0.000000 0
## 109 1.479237 0.000000 0 0.000000 0
## 110 1.280349 0.416069 0 0.000000 0
## 111 1.516462 0.000000 0 0.000000 0
## 112 0.000000 0.000000 0 0.000000 0
## 113 0.544223 0.002061 0 0.000000 0
## 114 1.828442 0.000000 0 0.000000 0
## 115 1.210829 0.512783 0 0.000000 0
## 116 1.628017 0.340996 0 0.000000 0
## 117 1.362548 0.458476 0 0.000000 0
## 118 1.611101 0.383881 0 0.000000 0
## 119 1.421869 0.452178 0 0.000000 0
## 120 0.000000 0.000000 0 0.000000 0
## 121 0.442614 0.000014 0 0.000000 0
## 122 1.720122 0.127815 0 0.000000 0
## 123 1.266455 0.484788 0 0.000000 0
## 124 1.512758 0.356527 0 0.000000 0
## 125 1.377525 0.426400 0 0.000000 0
## 126 1.548187 0.387580 0 0.000000 0
## 127 1.366784 0.000000 0 0.000000 0
## 128 0.000000 0.000000 0 0.000000 0
## 129 0.000000 0.000000 0 0.000000 0
## 130 0.000000 0.002575 0 0.000000 0
## 131 0.000000 0.000000 0 0.000000 0
## 132 0.242377 0.004010 0 0.000000 0
## 133 1.437712 0.071982 0 0.000000 0
## 134 0.891723 0.404546 0 0.000000 0
## 135 1.026801 0.253760 0 0.000000 0
## 136 0.977871 0.291349 0 0.000000 0
## 137 1.049797 0.277071 0 0.000000 0
## 138 1.105118 0.297202 0 0.000000 0
## 139 1.421332 0.312552 0 0.000000 0
## 140 1.237456 0.399400 0 0.000000 0
## 141 1.165685 0.345064 0 1.711716 0
## 142 0.000000 0.000000 0 0.000000 0
## 143 0.000000 0.000000 0 0.000000 0
## 144 0.786008 0.000000 0 0.000000 0
## 145 1.353779 0.219178 0 0.204287 0
## 146 1.257630 0.382100 0 0.000000 0
## 147 1.518870 0.354858 0 0.000000 0
## 148 1.334992 0.427544 0 0.000000 0
## 149 1.584942 0.375961 0 0.000000 0
## 150 1.307693 0.000000 0 0.000000 0
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.004200
## 2 0 0 0 0.000000 0 0.004201
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.003260
## 5 0 0 0 0.000000 0 0.000941
## 6 0 0 0 0.000000 0 0.004201
## 7 0 0 0 0.000000 0 0.004201
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.010641 0 0.010641
## 16 0 0 0 0.034794 0 0.034794
## 17 0 0 0 0.110594 0 0.110594
## 18 0 0 0 0.051485 0 0.051485
## 19 0 0 0 0.055813 0 0.055813
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.000000 0 0.004199
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.002316
## 26 0 0 0 0.000000 0 0.004199
## 27 0 0 0 0.000000 0 0.004199
## 28 0 0 0 0.010637 0 0.010637
## 29 0 0 0 0.077445 0 0.077445
## 30 0 0 0 0.091989 0 0.091989
## 31 0 0 0 0.000000 0 0.004199
## 32 0 0 0 0.010635 0 0.010635
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.004199
## 38 0 0 0 0.000000 0 0.004199
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.004197
## 43 0 0 0 0.000000 0 0.004197
## 44 0 0 0 0.000000 0 0.000000
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.004196
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.000000 0 0.000000
## 50 0 0 0 0.000000 0 0.004196
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.004196
## 53 0 0 0 0.000000 0 0.004196
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.000000
## 56 0 0 0 0.000000 0 0.004195
## 57 0 0 0 0.000000 0 0.004195
## 58 0 0 0 0.000000 0 0.004195
## 59 0 0 0 0.000000 0 0.004195
## 60 0 0 0 0.000000 0 0.000000
## 61 0 0 0 0.000000 0 0.004195
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.004193
## 64 0 0 0 0.000000 0 0.004193
## 65 0 0 0 0.000000 0 0.004193
## 66 0 0 0 0.000000 0 0.004193
## 67 0 0 0 0.000000 0 0.004193
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.000000
## 70 0 0 0 0.000000 0 0.004193
## 71 0 0 0 0.000000 0 0.004192
## 72 0 0 0 0.000000 0 0.004192
## 73 0 0 0 0.000000 0 0.000000
## 74 0 0 0 0.000000 0 0.004192
## 75 0 0 0 0.000000 0 0.004192
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.000000
## 80 0 0 0 0.000000 0 0.004191
## 81 0 0 0 0.010615 0 0.014806
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.000000
## 85 0 0 0 0.000000 0 0.004191
## 86 0 0 0 0.000000 0 0.004191
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.000000
## 91 0 0 0 0.000000 0 0.004190
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.004190
## 94 0 0 0 0.000000 0 0.004190
## 95 0 0 0 0.010611 0 0.010611
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.004189
## 99 0 0 0 0.000000 0 0.004189
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.004188
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.000000
## 109 0 0 0 0.000000 0 0.004188
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.004188
## 112 0 0 0 0.000000 0 0.004188
## 113 0 0 0 0.000000 0 0.000000
## 114 0 0 0 0.000000 0 0.004188
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.000000
## 120 0 0 0 0.000000 0 0.004187
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.004187
## 128 0 0 0 0.000000 0 0.004187
## 129 0 0 0 0.000000 0 0.004187
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.004187
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.000000
## 141 0 0 0 0.000000 0 0.004187
## 142 0 0 0 0.000000 0 0.004187
## 143 0 0 0 0.000000 0 0.004186
## 144 0 0 0 0.000000 0 0.004186
## 145 0 0 0 0.000000 0 0.004186
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.004186
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0 0.000000 0.000000 0.000000 0.000000 1079.2444
## 2 0.000000 0 0.000000 0.000000 0.000000 0.000000 1057.9729
## 3 0.064313 0 0.000000 0.000000 0.013542 0.000171 1064.7922
## 4 0.000000 0 0.000000 0.000000 0.000000 0.000000 1433.6231
## 5 0.064313 0 0.000000 0.000000 0.003730 0.000022 1069.8590
## 6 0.000000 0 0.000000 0.000000 0.000000 0.000000 1082.3104
## 7 0.000000 0 0.000000 0.000000 0.000000 0.000000 1386.5171
## 8 0.064313 0 0.000000 0.000000 0.005628 0.000037 1048.6697
## 9 0.000000 0 0.000000 0.000000 0.000006 0.000000 1054.9677
## 10 0.000000 0 0.000000 0.000000 0.001198 0.000000 1062.7362
## 11 0.000000 0 0.000000 0.000000 0.001517 0.000017 1023.9245
## 12 0.000000 0 0.000000 0.000000 0.000351 0.000005 1033.5281
## 13 0.000000 0 0.000000 0.000000 0.002075 0.000025 1002.7903
## 14 0.000000 0 0.000000 0.000000 0.001742 0.000024 1009.2844
## 15 0.000000 0 0.343703 0.407656 0.000006 0.000000 978.7893
## 16 0.000000 0 0.308909 0.000000 0.000005 0.000000 986.6741
## 17 0.000000 0 0.198316 0.000000 0.000010 0.000000 956.8008
## 18 0.000000 0 0.146830 0.000000 0.000008 0.000000 971.5854
## 19 0.000000 0 0.000000 0.000000 0.000006 0.000000 945.3954
## 20 0.064313 0 0.000000 0.000000 0.000010 0.000000 956.5320
## 21 0.000000 0 0.000000 0.000000 0.000010 0.000000 940.0475
## 22 0.000000 0 0.000000 0.000000 0.000012 0.000000 945.9126
## 23 0.000000 0 0.000000 0.000000 0.000000 0.000000 937.1256
## 24 0.064313 0 0.000000 0.000000 0.002153 0.000030 947.3333
## 25 0.000000 0 0.000000 0.000000 0.000000 0.000000 926.4081
## 26 0.000000 0 0.000000 0.000000 0.000000 0.000000 1861.2892
## 27 0.000000 0 0.000000 0.000000 0.000000 0.000000 1535.5898
## 28 0.000000 0 0.192587 0.558776 0.000007 0.000000 1089.6497
## 29 0.000000 0 0.115142 0.000000 0.000009 0.000000 1043.1092
## 30 0.000000 0 0.000000 0.000000 0.000011 0.000000 1109.7184
## 31 0.000000 0 0.000000 0.000000 0.000000 0.000000 1038.9487
## 32 0.000000 0 0.000000 0.243365 0.000009 0.000000 1085.9107
## 33 0.064313 0 0.000000 0.000000 0.000018 0.000000 1016.1804
## 34 0.000000 0 0.000000 0.000000 0.002661 0.000035 1057.9820
## 35 0.000000 0 0.000000 0.000000 0.004904 0.000060 1015.0745
## 36 0.000000 0 0.000000 0.000000 0.005479 0.000071 1038.2401
## 37 0.000000 0 0.000000 0.000000 0.000000 0.000000 1354.3438
## 38 0.000000 0 0.000000 0.000000 0.000000 0.000000 1040.6079
## 39 0.064313 0 0.000000 0.000000 0.003505 0.000000 997.9221
## 40 0.000000 0 0.000000 0.000000 0.005667 0.000000 1050.0639
## 41 0.000000 0 0.000000 0.000000 0.004247 0.000052 1012.2336
## 42 0.000000 0 0.000000 0.000000 0.000000 0.000000 1175.8460
## 43 0.000000 0 0.000000 0.000000 0.000000 0.000000 1412.0583
## 44 0.064313 0 0.000000 0.000000 0.003301 0.000019 1053.1088
## 45 0.000000 0 0.000000 0.000000 0.000009 0.000000 1049.0121
## 46 0.000000 0 0.000000 0.000000 0.004816 0.000000 1086.4414
## 47 0.000000 0 0.000000 0.000000 0.000000 0.000000 1065.8827
## 48 0.064313 0 0.000000 0.000000 0.000018 0.000000 1097.9494
## 49 0.000000 0 0.000000 0.000000 0.000824 0.000009 1023.3274
## 50 0.000000 0 0.000000 6.675642 0.001810 0.000000 1505.4215
## 51 0.064313 0 0.000000 0.000000 0.005380 0.000021 1102.7593
## 52 0.000000 0 0.000000 0.000000 0.000000 0.000000 1100.1692
## 53 0.000000 0 0.000000 0.000000 0.000000 0.000000 1701.7201
## 54 0.064313 0 0.000000 0.000000 0.009021 0.000000 1277.2589
## 55 0.000000 0 0.000000 0.000000 0.010272 0.000063 1106.3674
## 56 0.000000 0 0.000000 0.000000 0.000000 0.000000 2277.4932
## 57 0.000000 0 0.000000 0.000000 0.000000 0.000000 3567.1087
## 58 0.000000 0 0.000000 0.000000 0.000000 0.000000 2224.3960
## 59 0.000000 0 0.000000 0.000000 0.000000 0.000000 1809.6372
## 60 0.064313 0 0.000000 0.000000 0.011028 0.000000 1916.5015
## 61 0.000000 0 0.000000 0.000000 0.000000 0.000000 1808.5352
## 62 0.064313 0 0.000000 0.000000 0.013770 0.000124 1701.6134
## 63 0.000000 0 0.000000 0.000000 0.000000 0.000000 1881.3489
## 64 0.000000 0 0.000000 0.000000 0.000000 0.000000 1792.8195
## 65 0.000000 0 0.000000 0.000000 0.000000 0.000000 1619.8374
## 66 0.000000 0 0.000000 0.000000 0.000000 0.000000 1715.1652
## 67 0.000000 0 0.000000 0.000000 0.000000 0.000000 2224.3884
## 68 0.064313 0 0.000000 0.000000 0.013392 0.000000 1894.7650
## 69 0.000000 0 0.000000 0.000000 0.014230 0.000029 1555.3547
## 70 0.000000 0 0.000000 0.000000 0.000000 0.000000 1675.3629
## 71 0.000000 0 0.000000 0.000000 0.000000 0.000000 1772.6226
## 72 0.000000 0 0.000000 0.000000 0.000000 0.000000 1745.9843
## 73 0.064313 0 0.000000 0.000000 0.010119 0.000062 1559.0104
## 74 0.000000 0 0.000000 0.000000 0.000000 0.000000 2136.2369
## 75 0.000000 0 0.000000 0.000000 0.000000 0.000000 2390.1241
## 76 0.064313 0 0.000000 0.000000 0.008766 0.000000 1915.7961
## 77 0.000000 0 0.000000 0.000000 0.014411 0.000029 1638.8731
## 78 0.000000 0 0.000000 0.000000 0.017351 0.000156 1738.6917
## 79 0.000000 0 0.000000 0.000000 0.015223 0.000089 1631.3861
## 80 0.000000 0 0.000000 0.000000 0.000000 0.000000 1978.6757
## 81 0.000000 0 0.000000 0.854946 0.001121 0.000000 1868.1624
## 82 0.064313 0 0.000000 0.000000 0.000009 0.000000 1610.1791
## 83 0.000000 0 0.000000 0.000000 0.006243 0.000058 1726.5699
## 84 0.000000 0 0.000000 0.000000 0.008097 0.000052 1621.3525
## 85 0.000000 0 0.000000 0.000000 0.000000 0.000000 1766.5220
## 86 0.000000 0 0.000000 2.402646 0.001630 0.000000 1839.1883
## 87 0.064313 0 0.000000 0.000000 0.004739 0.000038 1736.9043
## 88 0.000000 0 0.000000 0.000000 0.000020 0.000000 1606.1913
## 89 0.000000 0 0.000000 0.000000 0.021952 0.000000 1679.6287
## 90 0.000000 0 0.000000 0.000000 0.025487 0.000186 1579.1141
## 91 0.000000 0 0.000000 0.000000 0.000000 0.000000 1843.0629
## 92 0.064313 0 0.000000 0.000000 0.029954 0.000224 1571.2244
## 93 0.000000 0 0.000000 0.000000 0.000000 0.000000 1916.9453
## 94 0.000000 0 0.000000 0.000000 0.000000 0.000000 1807.9200
## 95 0.000000 0 0.000000 0.497389 0.000011 0.000000 1793.4718
## 96 0.064313 0 0.000000 0.000000 0.005521 0.000025 1552.3766
## 97 0.000000 0 0.000000 0.000000 0.015342 0.000120 1658.2360
## 98 0.000000 0 0.000000 0.000000 0.000000 0.000000 1825.5107
## 99 0.000000 0 0.000000 0.000000 0.000000 0.000000 1843.2663
## 100 0.064313 0 0.000000 0.000000 0.008226 0.000047 1562.6221
## 101 0.000000 0 0.000000 0.000000 0.012566 0.000000 1665.7044
## 102 0.000000 0 0.000000 0.000000 0.027088 0.000207 1529.1357
## 103 0.000000 0 0.000000 0.000000 0.000000 0.000000 2013.6801
## 104 0.064313 0 0.000000 0.000000 0.021197 0.000000 1774.8021
## 105 0.000000 0 0.000000 0.000000 0.022408 0.000055 1544.7899
## 106 0.000000 0 0.000000 0.000000 0.030807 0.000315 1600.0241
## 107 0.000000 0 0.000000 0.000000 0.030485 0.000238 1560.3306
## 108 0.000000 0 0.000000 0.000000 0.025185 0.000236 1569.3855
## 109 0.000000 0 0.000000 0.000000 0.000000 0.000000 1651.4087
## 110 0.064313 0 0.000000 0.000000 0.025205 0.000233 1566.8200
## 111 0.000000 0 0.000000 0.000000 0.000000 0.000000 1656.7129
## 112 0.000000 0 0.000000 0.000000 0.000000 0.000000 1861.9161
## 113 0.064313 0 0.000000 0.000000 0.014496 0.000000 1732.0222
## 114 0.000000 0 0.000000 0.000000 0.000000 0.000000 1513.5065
## 115 0.064313 0 0.000000 0.000000 0.020549 0.000235 1593.5687
## 116 0.000000 0 0.000000 0.000000 0.023603 0.000178 1480.8308
## 117 0.000000 0 0.000000 0.000000 0.031673 0.000322 1540.3672
## 118 0.000000 0 0.000000 0.000000 0.027671 0.000235 1473.7820
## 119 0.000000 0 0.000000 0.000000 0.020558 0.000207 1511.4781
## 120 0.000000 0 0.000000 0.000000 0.000000 0.000000 2533.7403
## 121 0.064313 0 0.000000 0.000000 0.000101 0.000000 1980.2411
## 122 0.000000 0 0.000000 0.000000 0.030888 0.000085 1473.6187
## 123 0.000000 0 0.000000 0.000000 0.036095 0.000388 1640.3925
## 124 0.000000 0 0.000000 0.000000 0.023744 0.000188 1492.9654
## 125 0.000000 0 0.000000 0.000000 0.032125 0.000304 1566.9077
## 126 0.000000 0 0.000000 0.000000 0.024318 0.000209 1471.8795
## 127 0.000000 0 0.000000 0.000000 0.000000 0.000000 1650.2969
## 128 0.000000 0 0.000000 0.000000 0.000000 0.000000 3681.9605
## 129 0.000000 0 0.000000 0.000000 0.000000 0.000000 2528.7808
## 130 0.064313 0 0.000000 0.000000 0.018112 0.000000 2021.0556
## 131 0.000000 0 0.000000 0.000000 0.000000 0.000000 2228.1810
## 132 0.064313 0 0.000000 0.000000 0.028204 0.000000 1962.8856
## 133 0.000000 0 0.000000 0.000000 0.030913 0.000046 1788.5338
## 134 0.000000 0 0.000000 0.000000 0.025598 0.000230 1847.4918
## 135 0.000000 0 0.000000 0.000000 0.035888 0.000199 1734.3291
## 136 0.000000 0 0.000000 0.000000 0.035343 0.000000 1842.7024
## 137 0.000000 0 0.000000 0.000000 0.030891 0.000188 1698.0275
## 138 0.000000 0 0.000000 0.000000 0.031409 0.000000 1772.0312
## 139 0.000000 0 0.000000 0.000000 0.030876 0.000213 1668.0727
## 140 0.000000 0 0.000000 0.000000 0.021534 0.000191 1719.4598
## 141 0.000000 0 0.000000 0.000000 0.000000 0.000000 1672.4996
## 142 0.000000 0 0.000000 0.000000 0.000000 0.000000 1978.3626
## 143 0.000000 0 0.000000 0.000000 0.000000 0.000000 1783.5942
## 144 0.000000 0 0.000000 0.000000 0.000000 0.000000 1784.6789
## 145 0.000000 0 0.000000 0.000000 0.000000 0.000000 1599.6037
## 146 0.064313 0 0.000000 0.000000 0.032345 0.000273 1623.5486
## 147 0.000000 0 0.000000 0.000000 0.029311 0.000230 1575.3203
## 148 0.000000 0 0.000000 0.000000 0.028183 0.000267 1589.6758
## 149 0.000000 0 0.000000 0.000000 0.026010 0.000217 1533.5941
## 150 0.000000 0 0.000000 0.000000 0.000000 0.000000 1776.6277
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 1079.1827 -0.014672 0.991321 963.9656 0.064313 1 100
## 2 1058.7785 -0.002552 0.990912 963.9656 0.064313 1 100
## 3 1064.6770 0.003500 0.991145 963.9656 0.000000 0 100
## 4 1458.6968 -0.016293 0.995765 963.9656 0.064313 1 100
## 5 1071.5673 -0.016358 0.991827 963.9656 0.000000 0 100
## 6 1088.0098 -0.013300 0.990201 963.9656 0.064313 1 100
## 7 1403.4591 -0.010540 0.995259 963.9656 0.064313 1 100
## 8 1050.2813 -0.020460 0.991539 963.9656 0.000000 0 100
## 9 1055.4517 -0.027827 0.990426 963.9656 0.000000 0 100
## 10 1062.1373 -0.022064 0.991800 963.9656 0.000000 0 100
## 11 1024.6000 -0.021195 0.990243 963.9656 0.000000 0 100
## 12 1033.0080 -0.022087 0.991439 963.9656 0.000000 0 100
## 13 1003.2878 -0.020184 0.990289 963.9656 0.000000 0 100
## 14 1008.9572 -0.020193 0.991038 963.9656 0.000000 0 100
## 15 979.4191 -0.024835 0.990244 963.9656 0.064313 1 100
## 16 986.4261 -0.023404 0.990814 963.9656 0.064313 1 100
## 17 957.0692 -0.022655 0.990197 963.9656 0.064313 1 100
## 18 971.4093 -0.022514 0.990602 963.9656 0.064313 1 100
## 19 945.6951 -0.021434 0.990086 963.9656 0.064313 1 100
## 20 956.4038 -0.020976 0.990381 963.9656 0.000000 0 100
## 21 940.1622 -0.020503 0.990117 963.9656 0.000000 0 100
## 22 945.9004 -0.020643 0.990145 963.9656 0.000000 0 100
## 23 938.1559 -0.013580 0.990064 963.9656 0.064313 1 100
## 24 947.2176 -0.008957 0.990325 963.9656 0.000000 0 100
## 25 928.6507 -0.014207 0.989875 963.9656 0.064313 1 100
## 26 1926.7317 -0.005892 1.000000 963.9656 0.064313 1 100
## 27 1566.2019 -0.010462 0.996842 963.9656 0.064313 1 100
## 28 1092.2400 -0.023330 0.991949 963.9656 0.064313 1 100
## 29 1043.7296 -0.022631 0.990522 963.9656 0.064313 1 100
## 30 1109.1255 -0.022521 0.991930 963.9656 0.064313 1 100
## 31 1040.2536 -0.016421 0.990856 963.9656 0.064313 1 100
## 32 1085.7792 -0.021779 0.991622 963.9656 0.064313 1 100
## 33 1016.6439 -0.021815 0.990556 963.9656 0.000000 0 100
## 34 1057.7012 -0.014196 0.991195 963.9656 0.000000 0 100
## 35 1015.3082 -0.011688 0.990646 963.9656 0.000000 0 100
## 36 1038.0926 -0.003966 0.990973 963.9656 0.000000 0 100
## 37 1375.1809 -0.010359 0.995175 963.9656 0.064313 1 100
## 38 1042.4639 -0.013235 0.991866 963.9656 0.064313 1 100
## 39 998.7367 -0.017824 0.989984 963.9656 0.000000 0 100
## 40 1049.5275 -0.016442 0.991205 963.9656 0.000000 0 100
## 41 1012.5005 -0.015762 0.990581 963.9656 0.000000 0 100
## 42 1187.6549 -0.014961 0.991839 963.9656 0.064313 1 100
## 43 1433.2697 -0.014399 0.995787 963.9656 0.064313 1 100
## 44 1054.9433 -0.018694 0.991560 963.9656 0.000000 0 100
## 45 1049.5130 -0.024994 0.990408 963.9656 0.000000 0 100
## 46 1085.8136 -0.017470 0.991841 963.9656 0.000000 0 100
## 47 1069.1454 -0.011292 0.990496 963.9656 0.064313 1 100
## 48 1097.3330 -0.024513 0.991914 963.9656 0.000000 0 100
## 49 1024.0409 -0.017709 0.990271 963.9656 0.000000 0 100
## 50 1532.8951 -0.016282 0.997109 963.9656 0.064313 1 100
## 51 1105.3633 -0.013943 0.991107 963.9656 0.000000 0 100
## 52 1101.8594 -0.009096 0.990961 963.9656 0.064313 1 100
## 53 1738.6005 -0.005363 1.000000 963.9656 0.064313 1 100
## 54 1279.1993 -0.009912 0.995516 963.9656 0.000000 0 100
## 55 1108.6668 -0.006824 0.990203 963.9656 0.000000 0 100
## 56 2341.9716 -0.000192 1.000000 963.9656 0.064313 1 100
## 57 3656.5167 -0.008291 1.000000 963.9656 0.064313 1 100
## 58 2234.2804 0.006271 1.000000 963.9656 0.064313 1 100
## 59 1812.3686 -0.006730 1.000000 963.9656 0.064313 1 100
## 60 1917.2384 0.004366 0.998280 963.9656 0.000000 0 100
## 61 1817.4907 0.016991 0.993519 963.9656 0.064313 1 100
## 62 1700.4866 0.003320 0.996079 963.9656 0.000000 0 100
## 63 1893.1686 -0.002423 0.994408 963.9656 0.064313 1 100
## 64 1794.1699 -0.003723 0.996617 963.9656 0.064313 1 100
## 65 1622.6839 0.002632 0.993449 963.9656 0.064313 1 100
## 66 1716.5869 -0.000985 0.995494 963.9656 0.064313 1 100
## 67 2254.4035 -0.005587 1.000000 963.9656 0.064313 1 100
## 68 1895.4113 0.014871 0.998483 963.9656 0.000000 0 100
## 69 1557.6827 0.012954 0.993095 963.9656 0.000000 0 100
## 70 1674.5622 0.012278 0.995290 963.9656 0.064313 1 100
## 71 1781.8217 0.001179 0.993963 963.9656 0.064313 1 100
## 72 1748.6401 -0.009810 0.995589 963.9656 0.064313 1 100
## 73 1559.8608 -0.012070 0.993609 963.9656 0.000000 0 100
## 74 2159.9096 -0.013305 1.000000 963.9656 0.064313 1 100
## 75 2418.3115 -0.008680 1.000000 963.9656 0.064313 1 100
## 76 1916.4270 -0.017973 0.998528 963.9656 0.000000 0 100
## 77 1641.2931 -0.010934 0.992929 963.9656 0.000000 0 100
## 78 1737.4491 -0.005442 0.995747 963.9656 0.000000 0 100
## 79 1632.1393 -0.000265 0.993979 963.9656 0.000000 0 100
## 80 1991.9901 -0.017729 1.000000 963.9656 0.064313 1 100
## 81 1869.8336 -0.024086 0.998545 963.9656 0.064313 1 100
## 82 1612.6873 -0.029683 0.992775 963.9656 0.000000 0 100
## 83 1725.4284 -0.019096 0.995386 963.9656 0.000000 0 100
## 84 1621.9677 -0.010524 0.993953 963.9656 0.000000 0 100
## 85 1768.5304 -0.013063 0.995009 963.9656 0.064313 1 100
## 86 1849.2256 -0.020682 0.994170 963.9656 0.064313 1 100
## 87 1736.2730 -0.016228 0.995611 963.9656 0.000000 0 100
## 88 1607.0549 -0.026746 0.993625 963.9656 0.000000 0 100
## 89 1679.1344 0.000284 0.994711 963.9656 0.000000 0 100
## 90 1579.4864 0.023935 0.993796 963.9656 0.000000 0 100
## 91 1849.8108 0.029518 0.994597 963.9656 0.064313 1 100
## 92 1571.6141 0.029841 0.993631 963.9656 0.000000 0 100
## 93 1928.2152 0.010349 1.000000 963.9656 0.064313 1 100
## 94 1815.2798 0.007904 1.000000 963.9656 0.064313 1 100
## 95 1795.3041 -0.028884 0.996733 963.9656 0.064313 1 100
## 96 1553.9382 -0.016296 0.993128 963.9656 0.000000 0 100
## 97 1657.5458 -0.007368 0.994680 963.9656 0.000000 0 100
## 98 1837.7628 -0.010180 0.993951 963.9656 0.064313 1 100
## 99 1847.9189 0.000494 0.995823 963.9656 0.064313 1 100
## 100 1563.7112 -0.012870 0.993299 963.9656 0.000000 0 100
## 101 1665.1785 -0.006375 0.994479 963.9656 0.000000 0 100
## 102 1529.5849 0.031254 0.993383 963.9656 0.000000 0 100
## 103 2031.5744 0.025856 1.000000 963.9656 0.064313 1 100
## 104 1775.5654 0.004894 0.998195 963.9656 0.000000 0 100
## 105 1547.4925 0.003329 0.991927 963.9656 0.000000 0 100
## 106 1598.9335 0.001702 0.994364 963.9656 0.000000 0 100
## 107 1560.7957 0.003275 0.993224 963.9656 0.000000 0 100
## 108 1569.0773 0.000996 0.993875 963.9656 0.000000 0 100
## 109 1656.4286 -0.025859 0.993327 963.9656 0.064313 1 100
## 110 1566.4046 -0.031073 0.994225 963.9656 0.000000 0 100
## 111 1662.7995 -0.026923 0.993159 963.9656 0.064313 1 100
## 112 1875.1379 -0.039789 1.000000 963.9656 0.064313 1 100
## 113 1733.0803 -0.048092 0.997533 963.9656 0.000000 0 100
## 114 1518.2770 -0.050650 0.991752 963.9656 0.064313 1 100
## 115 1592.3368 -0.033550 0.994538 963.9656 0.000000 0 100
## 116 1481.6251 -0.035134 0.992656 963.9656 0.000000 0 100
## 117 1539.8146 -0.014601 0.993854 963.9656 0.000000 0 100
## 118 1474.2416 -0.017136 0.992733 963.9656 0.000000 0 100
## 119 1511.0862 -0.020688 0.993586 963.9656 0.000000 0 100
## 120 2584.5420 -0.047385 1.000000 963.9656 0.064313 1 100
## 121 1981.1090 -0.083401 0.998003 963.9656 0.000000 0 100
## 122 1476.4272 -0.054124 0.991472 963.9656 0.000000 0 100
## 123 1639.1322 -0.033500 0.994287 963.9656 0.000000 0 100
## 124 1493.4245 -0.064348 0.993176 963.9656 0.000000 0 100
## 125 1566.6101 -0.060631 0.993786 963.9656 0.000000 0 100
## 126 1472.1897 -0.063375 0.993016 963.9656 0.000000 0 100
## 127 1654.3024 -0.096332 0.993835 963.9656 0.064313 1 100
## 128 3773.1060 -0.107745 1.000000 963.9656 0.064313 1 100
## 129 2548.3427 -0.112692 1.000000 963.9656 0.064313 1 100
## 130 2021.0374 -0.121348 1.000000 963.9656 0.000000 0 100
## 131 2242.0093 -0.161436 1.000000 963.9656 0.064313 1 100
## 132 1963.3432 -0.184798 0.998883 963.9656 0.000000 0 100
## 133 1791.0247 -0.248665 0.993082 963.9656 0.000000 0 100
## 134 1846.2071 -0.404270 0.995978 963.9656 0.000000 0 100
## 135 1735.2214 -0.800202 0.993842 963.9656 0.000000 0 100
## 136 1841.9077 0.027133 0.995589 963.9656 0.000000 0 100
## 137 1698.8619 0.026477 0.993598 963.9656 0.000000 0 100
## 138 1771.3840 0.024045 0.995015 963.9656 0.000000 0 100
## 139 1668.6617 0.021266 0.993589 963.9656 0.000000 0 100
## 140 1719.0774 0.025083 0.994418 963.9656 0.000000 0 100
## 141 1674.8441 0.020722 0.993734 963.9656 0.064313 1 100
## 142 1990.7822 0.023021 1.000000 963.9656 0.064313 1 100
## 143 1787.5880 0.035286 1.000000 963.9656 0.064313 1 100
## 144 1786.4273 0.038256 0.996454 963.9656 0.064313 1 100
## 145 1601.6521 0.036260 0.992703 963.9656 0.064313 1 100
## 146 1622.8098 0.032218 0.994327 963.9656 0.000000 0 100
## 147 1575.8031 0.025345 0.993149 963.9656 0.000000 0 100
## 148 1589.2867 0.021355 0.993978 963.9656 0.000000 0 100
## 149 1534.0581 0.017385 0.992851 963.9656 0.000000 0 100
## 150 1785.0736 0.033852 0.994101 963.9656 0.064313 1 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.016769 0 0 0.254 0.000154 259.458490
## 2 0.000000 0.016771 0 0 0.762 0.000628 281.251137
## 3 0.016181 0.016771 0 0 0.000 0.000000 0.000000
## 4 0.000000 0.016771 0 0 32.766 0.027082 3.328763
## 5 0.005565 0.016771 0 0 0.000 0.000000 0.000000
## 6 0.000000 0.016771 0 0 6.096 0.004992 241.354713
## 7 0.000000 0.016771 0 0 23.114 0.019141 390.853687
## 8 0.008985 0.016771 0 0 0.000 0.000000 0.000000
## 9 0.003235 0.016771 0 0 0.000 0.000000 0.000000
## 10 0.006321 0.016771 0 0 0.000 0.000000 0.000000
## 11 0.005922 0.016771 0 0 0.000 0.000000 0.000000
## 12 0.005820 0.016771 0 0 0.000 0.000000 0.000000
## 13 0.007522 0.016771 0 0 0.000 0.000000 0.000000
## 14 0.007771 0.016771 0 0 0.000 0.000000 0.000000
## 15 0.003018 0.016771 0 0 0.762 0.000284 0.000000
## 16 0.002798 0.016769 0 0 0.000 0.000000 0.000000
## 17 0.005267 0.016769 0 0 0.000 0.000000 0.000000
## 18 0.004024 0.016769 0 0 0.000 0.000000 0.000000
## 19 0.003195 0.016769 0 0 0.000 0.000075 0.000000
## 20 0.005387 0.016769 0 0 0.000 0.000000 0.000000
## 21 0.004963 0.016769 0 0 0.000 0.000000 0.000000
## 22 0.006345 0.016769 0 0 0.000 0.000000 0.000000
## 23 0.000000 0.016765 0 0 1.270 0.000995 205.231546
## 24 0.005718 0.016765 0 0 0.000 0.000000 0.000000
## 25 0.000000 0.016765 0 0 2.540 0.002047 1.840852
## 26 0.000000 0.016765 0 0 84.328 0.069844 15.813713
## 27 0.000000 0.016765 0 0 35.306 0.000000 1857.335253
## 28 0.003357 0.016765 0 0 0.762 0.000463 0.000000
## 29 0.004810 0.016765 0 0 0.000 0.000000 0.000000
## 30 0.005649 0.016765 0 0 0.000 0.000019 0.000000
## 31 0.000000 0.016762 0 0 1.016 0.000838 510.391050
## 32 0.004481 0.016762 0 0 0.254 0.000202 0.000000
## 33 0.009437 0.016762 0 0 0.000 0.000000 0.000000
## 34 0.008122 0.016762 0 0 0.000 0.000000 0.000000
## 35 0.011340 0.016762 0 0 0.000 0.000000 0.000000
## 36 0.010303 0.016762 0 0 0.000 0.000000 0.000000
## 37 0.000000 0.016762 0 0 27.432 0.022664 8.504722
## 38 0.000000 0.016762 0 0 0.508 0.000417 1550.397826
## 39 0.008689 0.016756 0 0 0.000 0.000000 0.000000
## 40 0.009289 0.016756 0 0 0.000 0.000000 0.000000
## 41 0.006426 0.016756 0 0 0.000 0.000000 0.000000
## 42 0.000000 0.016756 0 0 14.986 0.012356 85.539289
## 43 0.000000 0.016756 0 0 27.686 0.022928 6.106820
## 44 0.007677 0.016756 0 0 0.000 0.000000 0.000000
## 45 0.004816 0.016756 0 0 0.000 0.000000 0.000000
## 46 0.009536 0.016756 0 0 0.000 0.000000 0.000000
## 47 0.000000 0.016751 0 0 3.302 0.002678 670.195487
## 48 0.009009 0.016751 0 0 0.000 0.000000 0.000000
## 49 0.011414 0.016751 0 0 0.000 0.000000 0.000000
## 50 0.008174 0.016751 0 0 36.830 0.030448 0.000000
## 51 0.012048 0.016751 0 0 0.000 0.000000 0.000000
## 52 0.000000 0.016751 0 0 2.032 0.001626 1031.583800
## 53 0.000000 0.016751 0 0 49.276 0.040810 594.414032
## 54 0.012729 0.016751 0 0 0.000 0.000000 0.000000
## 55 0.013647 0.016746 0 0 0.000 0.000000 0.000000
## 56 0.000000 0.016746 0 0 83.058 0.068737 349.931778
## 57 0.000000 0.016746 0 0 107.950 0.000000 4.219393
## 58 0.000000 0.016746 0 0 11.938 0.000000 80.643012
## 59 0.000000 0.016746 0 0 3.302 0.000000 199.987838
## 60 0.013001 0.016746 0 0 0.000 0.000000 0.000000
## 61 0.000000 0.016746 0 0 8.382 0.006886 658.304657
## 62 0.016261 0.016746 0 0 0.000 0.000000 0.000000
## 63 0.000000 0.016740 0 0 13.462 0.011093 546.970616
## 64 0.000000 0.016740 0 0 2.794 0.002311 3001.846675
## 65 0.000000 0.016740 0 0 1.778 0.001469 759.052864
## 66 0.000000 0.016740 0 0 2.794 0.002311 25.426902
## 67 0.000000 0.016740 0 0 38.608 0.031974 9.583698
## 68 0.016468 0.016740 0 0 0.000 0.000000 0.000000
## 69 0.016870 0.016740 0 0 0.000 0.000000 0.000000
## 70 0.000000 0.016740 0 0 0.254 0.000154 574.609012
## 71 0.000000 0.016734 0 0 10.414 0.008622 850.249702
## 72 0.000000 0.016734 0 0 4.064 0.003363 1092.862285
## 73 0.012681 0.016734 0 0 0.000 0.000000 0.000000
## 74 0.000000 0.016734 0 0 32.004 0.026451 348.194221
## 75 0.000000 0.016734 0 0 34.036 0.000000 706.397573
## 76 0.012250 0.016734 0 0 0.000 0.000000 0.000000
## 77 0.018363 0.016734 0 0 0.000 0.000000 0.000000
## 78 0.021373 0.016734 0 0 0.000 0.000000 0.000000
## 79 0.017854 0.016730 0 0 0.000 0.000000 0.000000
## 80 0.000000 0.016730 0 0 19.304 0.015932 253.346533
## 81 0.008493 0.016730 0 0 1.270 0.000000 0.000000
## 82 0.004649 0.016730 0 0 0.000 0.000000 0.000000
## 83 0.015390 0.016730 0 0 0.000 0.000000 0.000000
## 84 0.010634 0.016730 0 0 0.000 0.000000 0.000000
## 85 0.000000 0.016730 0 0 3.048 0.002468 353.913977
## 86 0.007628 0.016730 0 0 11.684 0.009674 0.000000
## 87 0.015528 0.016726 0 0 0.000 0.000000 0.000000
## 88 0.010207 0.016726 0 0 0.000 0.000000 0.000000
## 89 0.028791 0.016726 0 0 0.000 0.000000 0.000000
## 90 0.029951 0.016726 0 0 0.000 0.000000 0.000000
## 91 0.000000 0.016726 0 0 8.636 0.007096 5166.360748
## 92 0.035897 0.016726 0 0 0.000 0.000000 0.000000
## 93 0.000000 0.016726 0 0 17.018 0.014039 634.685278
## 94 0.000000 0.016726 0 0 8.890 0.000000 9523.651170
## 95 0.005787 0.016723 0 0 0.508 0.000000 0.000000
## 96 0.015874 0.016723 0 0 0.000 0.000000 0.000000
## 97 0.021442 0.016723 0 0 0.000 0.000000 0.000000
## 98 0.000000 0.016723 0 0 14.478 0.011935 695.598243
## 99 0.000000 0.016723 0 0 6.604 0.005466 4170.413724
## 100 0.014018 0.016723 0 0 0.000 0.000000 0.000000
## 101 0.017111 0.016723 0 0 0.000 0.000000 0.000000
## 102 0.032168 0.016723 0 0 0.000 0.000000 0.000000
## 103 0.000000 0.016720 0 0 25.146 0.020771 920.148096
## 104 0.025758 0.016720 0 0 0.000 0.000000 0.000000
## 105 0.027736 0.016720 0 0 0.000 0.000000 0.000000
## 106 0.037270 0.016720 0 0 0.000 0.000000 0.000000
## 107 0.040300 0.016720 0 0 0.000 0.000000 0.000000
## 108 0.031416 0.016720 0 0 0.000 0.000000 0.000000
## 109 0.000000 0.016720 0 0 5.842 0.004782 10559.860344
## 110 0.031896 0.016720 0 0 0.000 0.000000 0.000000
## 111 0.000000 0.016717 0 0 6.858 0.005624 2894.644804
## 112 0.000000 0.016717 0 0 19.558 0.016196 5265.803306
## 113 0.020518 0.016717 0 0 0.000 0.000000 0.000000
## 114 0.000000 0.016717 0 0 2.794 0.002257 1332.923230
## 115 0.024858 0.016717 0 0 0.000 0.000000 0.000000
## 116 0.028730 0.016717 0 0 0.000 0.000000 0.000000
## 117 0.038785 0.016717 0 0 0.000 0.000000 0.000000
## 118 0.033361 0.016717 0 0 0.000 0.000000 0.000000
## 119 0.023968 0.016715 0 0 0.000 0.000000 0.000000
## 120 0.000000 0.016715 0 0 64.770 0.053590 7266.985301
## 121 0.006884 0.016715 0 0 0.000 0.000000 0.000000
## 122 0.038863 0.016715 0 0 0.000 0.000000 0.000000
## 123 0.056479 0.016715 0 0 0.000 0.000000 0.000000
## 124 0.028928 0.016715 0 0 0.000 0.000000 0.000000
## 125 0.039173 0.016715 0 0 0.000 0.000000 0.000000
## 126 0.028291 0.016715 0 0 0.000 0.000000 0.000000
## 127 0.000000 0.016713 0 0 5.334 0.004361 155.647722
## 128 0.000000 0.016713 0 0 113.284 0.093826 134.959543
## 129 0.000000 0.016713 0 0 23.622 0.000000 422.354756
## 130 0.020464 0.016713 0 0 0.000 0.000000 0.000000
## 131 0.000000 0.016713 0 0 16.764 0.000000 2160.434795
## 132 0.032937 0.016713 0 0 0.000 0.000000 0.000000
## 133 0.037343 0.016713 0 0 0.000 0.000000 0.000000
## 134 0.030599 0.016713 0 0 0.000 0.000000 0.000000
## 135 0.044929 0.016712 0 0 0.000 0.000000 0.000000
## 136 0.054270 0.016712 0 0 0.000 0.000000 0.000000
## 137 0.048816 0.016712 0 0 0.000 0.000000 0.000000
## 138 0.052837 0.016712 0 0 0.000 0.000000 0.000000
## 139 0.058121 0.016712 0 0 0.000 0.000000 0.000000
## 140 0.028007 0.016712 0 0 0.000 0.000000 0.000000
## 141 0.000000 0.016712 0 0 2.540 0.002047 3714.113600
## 142 0.000000 0.016712 0 0 18.288 0.015144 6634.640686
## 143 0.000000 0.016711 0 0 4.826 0.000000 3939.515186
## 144 0.000000 0.016711 0 0 0.254 0.000000 6946.178726
## 145 0.000000 0.016711 0 0 0.508 0.000417 8273.307308
## 146 0.061168 0.016711 0 0 0.000 0.000000 0.000000
## 147 0.067063 0.016711 0 0 0.000 0.000000 0.000000
## 148 0.070235 0.016711 0 0 0.000 0.000000 0.000000
## 149 0.070053 0.016711 0 0 0.000 0.000000 0.000000
## 150 0.000000 0.016711 0 0 10.922 0.008990 4172.596547
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 1444.9037 29.357753 171.69565 0 259.458490 1444.9037
## 2 1480.2826 31.831888 175.99614 0 281.251137 1480.2826
## 3 651.1437 80.091180 245.06860 0 707.646848 2046.5584
## 4 186.1611 0.376748 21.95789 0 3.328763 186.1611
## 5 187.7905 3.704184 67.45940 0 32.728373 570.8816
## 6 1392.8010 27.316427 165.46767 0 241.354713 1392.8010
## 7 1677.6308 44.236660 199.85446 0 390.853687 1677.6308
## 8 644.8999 77.303855 242.38350 0 683.019395 2024.9194
## 9 247.1718 6.688820 89.09168 0 59.099170 753.2090
## 10 506.4045 36.821474 186.36719 0 325.336697 1566.2339
## 11 424.1564 23.257549 154.83966 0 205.492432 1304.2872
## 12 497.5519 35.104631 182.93115 0 310.167506 1537.7835
## 13 618.2115 66.717682 231.12680 0 589.485101 1933.7510
## 14 663.0961 85.832513 250.27591 0 758.374486 2088.3861
## 15 0.0000 8.400258 98.95652 0 74.220604 836.2110
## 16 0.0000 23.719203 157.28692 0 209.626007 1324.9410
## 17 0.0000 153.955563 292.44019 0 1360.631311 2418.6652
## 18 0.0000 21.200955 150.04427 0 187.370188 1264.5120
## 19 0.0000 34.136659 182.36503 0 301.693596 1533.4877
## 20 748.0968 150.050953 291.00891 0 1326.123081 2408.1119
## 21 719.1113 116.874860 275.22534 0 1032.918788 2287.7056
## 22 705.8230 106.682338 268.81601 0 942.839130 2237.4750
## 23 1332.5921 23.210458 158.14658 0 205.231546 1332.5921
## 24 219.6078 4.955044 78.97388 0 43.813499 668.1231
## 25 140.9543 0.208189 16.62154 0 1.840852 140.9543
## 26 409.9847 1.788436 48.40200 0 15.813713 409.9847
## 27 2577.4824 210.053491 313.70139 0 1857.335253 2577.4824
## 28 0.0000 15.225064 131.92589 0 134.623084 1113.3098
## 29 0.0000 79.307089 251.12722 0 701.249243 2099.0291
## 30 0.0000 70.921893 242.18955 0 627.105653 2026.5579
## 31 1922.8836 57.695374 229.30414 0 510.391050 1922.8836
## 32 0.0000 97.919790 272.61384 0 866.228622 2274.4605
## 33 733.5477 366.162472 319.73038 0 3239.186002 2568.0976
## 34 659.2458 70.638869 245.96601 0 624.893194 2059.1422
## 35 794.6199 162.377983 308.84044 0 1436.445646 2556.3441
## 36 535.5471 38.359504 196.76765 0 339.339988 1654.4537
## 37 306.1509 0.961387 36.12493 0 8.504722 306.1509
## 38 2588.0269 175.259309 313.17508 0 1550.397826 2588.0269
## 39 819.4202 146.733978 314.50983 0 1299.150943 2612.3178
## 40 810.8691 138.388532 310.16687 0 1225.262168 2578.6756
## 41 475.4519 26.216578 173.31438 0 232.115915 1460.5647
## 42 944.5385 9.661325 111.75083 0 85.539289 944.5385
## 43 265.9094 0.689741 31.36842 0 6.106820 265.9094
## 44 725.8091 86.946814 271.88168 0 769.808308 2273.5939
## 45 640.7286 58.239219 237.12866 0 515.637468 1989.7405
## 46 842.0601 177.676272 327.38564 0 1573.107333 2709.6740
## 47 2534.5544 75.639378 302.02500 0 670.195487 2534.5544
## 48 1018.3394 157.583713 386.33547 0 1396.255447 3219.3249
## 49 1114.8906 277.611095 438.88377 0 2459.746601 3620.3322
## 50 0.0000 20.704588 175.11002 0 183.451024 1478.1592
## 51 1039.8614 172.794470 396.30011 0 1531.028907 3298.1911
## 52 2942.7821 116.426265 351.93144 0 1031.583800 2942.7821
## 53 2422.9255 67.086557 288.49282 0 594.414032 2422.9255
## 54 929.1331 112.281400 347.72114 0 994.858623 2908.6058
## 55 993.0735 124.997059 371.90356 0 1108.260910 3110.3379
## 56 2012.7718 39.467640 238.89057 0 349.931778 2012.7718
## 57 239.4159 0.475891 28.23467 0 4.219393 239.4159
## 58 1034.8631 9.095457 122.34486 0 80.643012 1034.8631
## 59 1576.8521 22.555963 186.79363 0 199.987838 1576.8521
## 60 651.0807 38.924210 237.48188 0 345.113565 2001.0160
## 61 2593.2362 74.247991 308.78808 0 658.304657 2593.2362
## 62 901.2918 91.888962 334.35219 0 814.714724 2803.7424
## 63 2510.9618 61.637549 298.44531 0 546.970616 2510.9618
## 64 4116.7655 338.274976 499.09069 0 3001.846675 4116.7655
## 65 2847.7857 85.536877 339.12390 0 759.052864 2847.7857
## 66 610.1291 2.865331 72.01853 0 25.426902 610.1291
## 67 374.6597 1.079977 44.19612 0 9.583698 374.6597
## 68 685.5274 40.153312 249.69584 0 356.319846 2104.8052
## 69 782.5187 55.700736 286.42394 0 494.287436 2411.0293
## 70 2560.3944 64.752091 304.39912 0 574.609012 2560.3944
## 71 3080.1658 95.743163 366.78017 0 850.249702 3080.1658
## 72 3364.7446 123.062780 401.40129 0 1092.862285 3364.7446
## 73 1052.6412 113.502471 390.18282 0 1007.961708 3272.7696
## 74 2154.3295 39.208736 255.43056 0 348.194221 2154.3295
## 75 2847.8229 79.544560 338.75657 0 706.397573 2847.8229
## 76 1183.8148 175.030043 445.28564 0 1554.358942 3719.6195
## 77 1335.2163 403.502906 530.42130 0 3583.318263 4365.0352
## 78 1319.1398 481.922101 535.42476 0 4279.722003 4381.0534
## 79 1336.4140 246.593647 508.22323 0 2191.262467 4232.5079
## 80 1914.3356 28.510343 226.68206 0 253.346533 1914.3356
## 81 0.0000 178.537413 464.76767 0 1586.506128 3885.8944
## 82 818.1724 53.706716 298.29626 0 477.244705 2513.8506
## 83 1278.0014 719.144108 549.84370 0 6390.405889 4431.9088
## 84 1029.3853 98.454548 379.38085 0 874.879616 3187.3679
## 85 2215.9694 39.827697 262.66115 0 353.913977 2215.9694
## 86 0.0000 107.563432 391.96663 0 955.822323 3291.2059
## 87 1684.6406 492.982648 662.58860 0 4383.079523 5467.5705
## 88 1551.8914 280.062006 588.13183 0 2490.014704 4902.7501
## 89 1432.7346 1006.258547 638.52310 0 8946.585134 5101.7830
## 90 1686.7528 514.604915 666.10348 0 4575.321813 5490.5917
## 91 5532.9568 581.081450 673.56165 0 5166.360748 5532.9568
## 92 1667.8994 649.448807 676.62504 0 5774.210873 5537.4325
## 93 3020.9008 71.385615 358.63292 0 634.685278 3020.9008
## 94 4960.8166 1071.163494 624.31907 0 9523.651170 4960.8166
## 95 0.0000 55.390537 330.98383 0 492.703726 2791.8618
## 96 1782.3827 560.209460 703.78786 0 4983.112696 5801.4864
## 97 1761.1266 693.221389 712.70386 0 6166.265566 5836.5645
## 98 3232.0919 78.200262 383.68056 0 695.598243 3232.0919
## 99 5686.5321 468.844549 686.95667 0 4170.413724 5686.5321
## 100 1627.4027 288.166753 614.92001 0 2563.268757 5130.3493
## 101 1680.9264 334.345597 639.69175 0 2974.033658 5326.4749
## 102 1773.3689 491.154413 692.02323 0 4368.861944 5722.7204
## 103 3720.9312 103.402938 442.08240 0 920.148096 3720.9312
## 104 1861.4139 691.956803 745.81482 0 6157.491713 6123.9959
## 105 1776.0820 891.249459 739.44101 0 7930.930277 6010.8332
## 106 1785.8059 811.984237 733.35758 0 7225.575634 5982.7038
## 107 1840.8299 643.401402 732.64226 0 5725.413475 6026.6041
## 108 1746.4725 354.810304 664.31038 0 3157.338003 5532.2719
## 109 5389.7827 1186.679177 676.57624 0 10559.860344 5389.7827
## 110 1438.2376 1246.769909 662.00660 0 11094.587635 5248.3305
## 111 5587.6168 325.177218 669.49499 0 2894.644804 5587.6168
## 112 6238.1202 591.547284 755.20900 0 5265.803306 6238.1202
## 113 1893.1341 792.986564 766.78101 0 7058.964493 6278.1803
## 114 4359.5778 149.737290 518.81793 0 1332.923230 4359.5778
## 115 1927.9654 630.598149 760.13345 0 5613.424166 6268.6386
## 116 1831.7016 918.469142 759.63284 0 8175.978457 6181.3008
## 117 1839.8114 904.470886 760.87750 0 8051.369540 6195.9036
## 118 1925.7511 578.705733 753.25960 0 5151.491091 6225.2836
## 119 1727.2772 261.803713 644.72470 0 2331.202377 5397.5374
## 120 6526.6567 816.112644 796.17975 0 7266.985301 6526.6567
## 121 1293.8601 111.590455 473.26996 0 993.644940 3984.8493
## 122 956.4886 1876.848257 555.31077 0 16712.188935 4183.7393
## 123 1585.1415 1353.350539 719.11454 0 12050.761060 5721.3051
## 124 1874.9211 1010.696529 783.01679 0 8999.636106 6360.1321
## 125 1349.1070 1568.378189 659.72794 0 13965.451130 5156.7554
## 126 2005.7518 635.730393 786.64848 0 5660.791379 6496.5913
## 127 1778.0243 17.475456 210.08500 0 155.647722 1778.0243
## 128 1660.6724 15.152677 196.18114 0 134.959543 1660.6724
## 129 2824.5251 47.420174 334.37441 0 422.354756 2824.5251
## 130 1838.1664 300.681421 687.90481 0 2678.063312 5754.8688
## 131 5391.3220 242.564319 643.17760 0 2160.434795 5391.3220
## 132 2003.6074 946.515290 819.15321 0 8430.277684 6690.6423
## 133 2011.2105 931.123216 820.13448 0 8293.185912 6703.2128
## 134 1940.9665 1054.572792 808.96708 0 9392.707727 6574.4115
## 135 1668.1680 1455.065129 754.64602 0 12961.656201 6008.2584
## 136 1714.2787 1360.108841 760.55434 0 12115.789755 6084.2344
## 137 2005.4481 975.102319 821.59900 0 8686.168585 6707.0325
## 138 1928.8032 1100.204192 808.15766 0 9800.570574 6558.9269
## 139 1834.7802 1224.231685 788.41258 0 10905.402024 6357.6181
## 140 1834.7762 294.252751 685.55051 0 2621.190570 5737.7317
## 141 6279.5660 416.943414 753.33222 0 3714.113600 6279.5660
## 142 6796.2084 744.799442 824.72332 0 6634.640686 6796.2084
## 143 6777.1863 442.162752 812.53012 0 3939.515186 6777.1863
## 144 7476.9659 779.624232 905.62140 0 6946.178726 7476.9659
## 145 7527.8635 928.578303 916.31179 0 8273.307308 7527.8635
## 146 2294.6570 911.717555 915.77896 0 8123.083948 7527.8497
## 147 2282.3276 962.485999 916.90944 0 8575.412995 7523.8698
## 148 2266.0011 1013.748284 916.67097 0 9032.141993 7508.1405
## 149 2286.8921 945.502550 916.68786 0 8424.096420 7526.5301
## 150 6872.1716 468.323305 824.54704 0 4172.596547 6872.1716
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 94.681229 0.00000 0.0000 0 0
## 2 0 98.538482 0.00000 0.0000 0 0
## 3 0 138.420057 0.00000 0.0000 0 0
## 4 0 3.449997 0.00000 0.0000 0 0
## 5 0 25.210607 0.00000 0.0000 0 0
## 6 0 90.485329 0.00000 0.0000 0 0
## 7 0 117.933001 0.00000 0.0000 0 0
## 8 0 155.138191 0.00000 0.0000 0 0
## 9 0 49.700152 0.00000 0.0000 0 0
## 10 0 114.104937 0.00000 0.0000 0 0
## 11 0 89.265488 0.00000 0.0000 0 0
## 12 0 113.482513 0.00000 0.0000 0 0
## 13 0 152.123256 0.00000 0.0000 0 0
## 14 0 173.805621 0.00000 0.0000 0 0
## 15 0 25.585246 11.13309 125.4316 0 0
## 16 0 94.474191 42.13483 266.3131 0 0
## 17 0 238.239231 306.26972 544.4266 0 0
## 18 0 89.304810 45.69309 308.3706 0 0
## 19 0 113.317982 78.36866 398.3425 0 0
## 20 0 235.277298 0.00000 0.0000 0 0
## 21 0 208.252844 0.00000 0.0000 0 0
## 22 0 199.139649 0.00000 0.0000 0 0
## 23 0 83.925076 0.00000 0.0000 0 0
## 24 0 38.005724 0.00000 0.0000 0 0
## 25 0 2.920392 0.00000 0.0000 0 0
## 26 0 15.527437 0.00000 0.0000 0 0
## 27 0 268.550022 0.00000 0.0000 0 0
## 28 0 46.240513 20.19346 166.9965 0 0
## 29 0 173.606728 140.95110 421.9048 0 0
## 30 0 164.311514 141.15761 456.1657 0 0
## 31 0 139.244314 0.00000 0.0000 0 0
## 32 0 163.921173 129.93429 341.1691 0 0
## 33 0 365.705888 0.00000 0.0000 0 0
## 34 0 158.692236 0.00000 0.0000 0 0
## 35 0 235.833868 0.00000 0.0000 0 0
## 36 0 108.613363 0.00000 0.0000 0 0
## 37 0 8.716523 0.00000 0.0000 0 0
## 38 0 247.048684 0.00000 0.0000 0 0
## 39 0 230.906666 0.00000 0.0000 0 0
## 40 0 218.795559 0.00000 0.0000 0 0
## 41 0 92.399435 0.00000 0.0000 0 0
## 42 0 52.195054 0.00000 0.0000 0 0
## 43 0 6.089882 0.00000 0.0000 0 0
## 44 0 177.774181 0.00000 0.0000 0 0
## 45 0 152.909190 0.00000 0.0000 0 0
## 46 0 250.654756 0.00000 0.0000 0 0
## 47 0 183.788728 0.00000 0.0000 0 0
## 48 0 279.647914 0.00000 0.0000 0 0
## 49 0 366.291360 0.00000 0.0000 0 0
## 50 0 85.662288 27.51765 221.7239 0 0
## 51 0 279.163205 0.00000 0.0000 0 0
## 52 0 230.420457 0.00000 0.0000 0 0
## 53 0 172.459653 0.00000 0.0000 0 0
## 54 0 214.126263 0.00000 0.0000 0 0
## 55 0 227.843614 0.00000 0.0000 0 0
## 56 0 132.130386 0.00000 0.0000 0 0
## 57 0 4.401111 0.00000 0.0000 0 0
## 58 0 57.095931 0.00000 0.0000 0 0
## 59 0 96.903139 0.00000 0.0000 0 0
## 60 0 114.264425 0.00000 0.0000 0 0
## 61 0 185.456469 0.00000 0.0000 0 0
## 62 0 183.368114 0.00000 0.0000 0 0
## 63 0 172.433540 0.00000 0.0000 0 0
## 64 0 407.294003 0.00000 0.0000 0 0
## 65 0 204.742876 0.00000 0.0000 0 0
## 66 0 28.043168 0.00000 0.0000 0 0
## 67 0 12.906303 0.00000 0.0000 0 0
## 68 0 114.598942 0.00000 0.0000 0 0
## 69 0 138.711376 0.00000 0.0000 0 0
## 70 0 177.037645 0.00000 0.0000 0 0
## 71 0 221.938151 0.00000 0.0000 0 0
## 72 0 252.182994 0.00000 0.0000 0 0
## 73 0 227.190540 0.00000 0.0000 0 0
## 74 0 138.829678 0.00000 0.0000 0 0
## 75 0 200.103334 0.00000 0.0000 0 0
## 76 0 287.063237 0.00000 0.0000 0 0
## 77 0 421.144397 0.00000 0.0000 0 0
## 78 0 451.988163 0.00000 0.0000 0 0
## 79 0 331.712495 0.00000 0.0000 0 0
## 80 0 118.626301 0.00000 0.0000 0 0
## 81 0 273.979380 237.97592 582.8842 0 0
## 82 0 176.908587 0.00000 0.0000 0 0
## 83 0 582.861986 0.00000 0.0000 0 0
## 84 0 218.036419 0.00000 0.0000 0 0
## 85 0 142.099642 0.00000 0.0000 0 0
## 86 0 234.182329 143.37335 493.6809 0 0
## 87 0 537.569104 0.00000 0.0000 0 0
## 88 0 420.929662 0.00000 0.0000 0 0
## 89 0 699.842460 0.00000 0.0000 0 0
## 90 0 497.073245 0.00000 0.0000 0 0
## 91 0 582.137543 0.00000 0.0000 0 0
## 92 0 548.647058 0.00000 0.0000 0 0
## 93 0 204.216609 0.00000 0.0000 0 0
## 94 0 764.503918 0.00000 0.0000 0 0
## 95 0 162.693256 73.90556 418.7793 0 0
## 96 0 577.538774 0.00000 0.0000 0 0
## 97 0 612.059907 0.00000 0.0000 0 0
## 98 0 218.813539 0.00000 0.0000 0 0
## 99 0 534.875111 0.00000 0.0000 0 0
## 100 0 413.551396 0.00000 0.0000 0 0
## 101 0 434.377543 0.00000 0.0000 0 0
## 102 0 489.779329 0.00000 0.0000 0 0
## 103 0 257.955778 0.00000 0.0000 0 0
## 104 0 605.956628 0.00000 0.0000 0 0
## 105 0 678.795042 0.00000 0.0000 0 0
## 106 0 623.129512 0.00000 0.0000 0 0
## 107 0 556.922330 0.00000 0.0000 0 0
## 108 0 419.996964 0.00000 0.0000 0 0
## 109 0 809.287146 0.00000 0.0000 0 0
## 110 0 773.039768 0.00000 0.0000 0 0
## 111 0 459.424437 0.00000 0.0000 0 0
## 112 0 606.490852 0.00000 0.0000 0 0
## 113 0 664.707916 0.00000 0.0000 0 0
## 114 0 314.075358 0.00000 0.0000 0 0
## 115 0 583.067261 0.00000 0.0000 0 0
## 116 0 686.768843 0.00000 0.0000 0 0
## 117 0 662.088418 0.00000 0.0000 0 0
## 118 0 542.227645 0.00000 0.0000 0 0
## 119 0 378.894566 0.00000 0.0000 0 0
## 120 0 706.623988 0.00000 0.0000 0 0
## 121 0 284.995867 0.00000 0.0000 0 0
## 122 0 916.812874 0.00000 0.0000 0 0
## 123 0 790.686995 0.00000 0.0000 0 0
## 124 0 724.407950 0.00000 0.0000 0 0
## 125 0 850.618200 0.00000 0.0000 0 0
## 126 0 583.474604 0.00000 0.0000 0 0
## 127 0 103.990354 0.00000 0.0000 0 0
## 128 0 95.990807 0.00000 0.0000 0 0
## 129 0 178.911778 0.00000 0.0000 0 0
## 130 0 419.612398 0.00000 0.0000 0 0
## 131 0 409.556404 0.00000 0.0000 0 0
## 132 0 700.500101 0.00000 0.0000 0 0
## 133 0 688.708429 0.00000 0.0000 0 0
## 134 0 740.875099 0.00000 0.0000 0 0
## 135 0 828.664398 0.00000 0.0000 0 0
## 136 0 798.749415 0.00000 0.0000 0 0
## 137 0 700.979026 0.00000 0.0000 0 0
## 138 0 738.359152 0.00000 0.0000 0 0
## 139 0 774.738557 0.00000 0.0000 0 0
## 140 0 405.987458 0.00000 0.0000 0 0
## 141 0 528.488054 0.00000 0.0000 0 0
## 142 0 684.563930 0.00000 0.0000 0 0
## 143 0 565.226466 0.00000 0.0000 0 0
## 144 0 733.784708 0.00000 0.0000 0 0
## 145 0 792.590498 0.00000 0.0000 0 0
## 146 0 716.780539 0.00000 0.0000 0 0
## 147 0 743.147331 0.00000 0.0000 0 0
## 148 0 764.060906 0.00000 0.0000 0 0
## 149 0 745.116218 0.00000 0.0000 0 0
## 150 0 580.796142 0.00000 0.0000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.520582 1 1 4.717895 0 1.000000
## 2 0 0.520582 1 1 4.717895 0 1.000000
## 3 0 0.520582 1 1 4.717895 0 1.000000
## 4 0 0.520582 1 1 4.717895 0 1.000000
## 5 0 0.520582 1 1 4.717895 0 1.000000
## 6 0 0.520582 1 1 4.717895 0 1.000000
## 7 0 0.520582 1 1 4.717895 0 1.000000
## 8 0 0.520582 1 1 4.717895 0 1.000000
## 9 0 0.520582 1 1 4.717895 0 0.990818
## 10 0 0.520582 1 1 4.717895 0 0.990280
## 11 0 0.520582 1 1 4.717895 0 1.000000
## 12 0 0.520582 1 1 4.717895 0 1.000000
## 13 0 0.520582 1 1 4.717895 0 1.000000
## 14 0 0.520582 1 1 4.717895 0 1.000000
## 15 0 0.000000 1 1 0.100000 0 1.000000
## 16 0 0.000000 1 1 0.100000 0 1.000000
## 17 0 0.000000 1 1 0.100000 0 1.000000
## 18 0 0.000000 1 1 0.100000 0 1.000000
## 19 0 0.000000 1 1 0.100000 0 1.000000
## 20 0 0.520582 1 1 4.717895 0 1.000000
## 21 0 0.520582 1 1 4.717895 0 1.000000
## 22 0 0.520582 1 1 4.717895 0 1.000000
## 23 0 0.520582 1 1 4.717895 0 1.000000
## 24 0 0.520582 1 1 4.717895 0 1.000000
## 25 0 0.520582 1 1 4.717895 0 1.000000
## 26 0 0.520582 1 1 4.717895 0 1.000000
## 27 0 0.520582 1 1 4.717895 0 1.000000
## 28 0 0.000000 1 1 0.100000 0 1.000000
## 29 0 0.000000 1 1 0.100000 0 1.000000
## 30 0 0.000000 1 1 0.100000 0 1.000000
## 31 0 0.520582 1 1 4.717895 0 1.000000
## 32 0 0.000000 1 1 0.100000 0 1.000000
## 33 0 0.520582 1 1 4.717895 0 1.000000
## 34 0 0.520582 1 1 4.717895 0 1.000000
## 35 0 0.520582 1 1 4.717895 0 1.000000
## 36 0 0.520582 1 1 4.717895 0 1.000000
## 37 0 0.520582 1 1 4.717895 0 1.000000
## 38 0 0.520582 1 1 4.717895 0 1.000000
## 39 0 0.520582 1 1 4.717895 0 0.991194
## 40 0 0.520582 1 1 4.717895 0 0.989539
## 41 0 0.520582 1 1 4.717895 0 1.000000
## 42 0 0.520582 1 1 4.717895 0 1.000000
## 43 0 0.520582 1 1 4.717895 0 1.000000
## 44 0 0.520582 1 1 4.717895 0 1.000000
## 45 0 0.520582 1 1 4.717895 0 1.000000
## 46 0 0.520582 1 1 4.717895 0 0.990346
## 47 0 0.520582 1 1 4.717895 0 1.000000
## 48 0 0.520582 1 1 4.717895 0 1.000000
## 49 0 0.520582 1 1 4.717895 0 1.000000
## 50 0 0.000000 1 1 0.100000 0 0.986655
## 51 0 0.520582 1 1 4.717895 0 1.000000
## 52 0 0.520582 1 1 4.717895 0 1.000000
## 53 0 0.520582 1 1 4.717895 0 1.000000
## 54 0 0.520582 1 1 4.717895 0 1.000000
## 55 0 0.520582 1 1 4.717895 0 1.000000
## 56 0 0.520582 1 1 4.717895 0 1.000000
## 57 0 0.520582 1 1 4.717895 0 1.000000
## 58 0 0.520582 1 1 4.717895 0 1.000000
## 59 0 0.520582 1 1 4.717895 0 1.000000
## 60 0 0.520582 1 1 4.717895 0 1.000000
## 61 0 0.520582 1 1 4.717895 0 1.000000
## 62 0 0.520582 1 1 4.717895 0 1.000000
## 63 0 0.520582 1 1 4.717895 0 1.000000
## 64 0 0.520582 1 1 4.717895 0 1.000000
## 65 0 0.520582 1 1 4.717895 0 1.000000
## 66 0 0.520582 1 1 4.717895 0 1.000000
## 67 0 0.520582 1 1 4.717895 0 1.000000
## 68 0 0.520582 1 1 4.717895 0 1.000000
## 69 0 0.520582 1 1 4.717895 0 1.000000
## 70 0 0.520582 1 1 4.717895 0 1.000000
## 71 0 0.520582 1 1 4.717895 0 1.000000
## 72 0 0.520582 1 1 4.717895 0 1.000000
## 73 0 0.520582 1 1 4.717895 0 1.000000
## 74 0 0.520582 1 1 4.717895 0 1.000000
## 75 0 0.520582 1 1 4.717895 0 1.000000
## 76 0 0.520582 1 1 4.717895 0 1.000000
## 77 0 0.520582 1 1 4.717895 0 1.000000
## 78 0 0.520582 1 1 4.717895 0 1.000000
## 79 0 0.520582 1 1 4.717895 0 1.000000
## 80 0 0.520582 1 1 4.717895 0 1.000000
## 81 0 0.000000 1 1 0.100000 0 1.000000
## 82 0 0.520582 1 1 4.717895 0 1.000000
## 83 0 0.520582 1 1 4.717895 0 1.000000
## 84 0 0.520582 1 1 4.717895 0 1.000000
## 85 0 0.520582 1 1 4.717895 0 1.000000
## 86 0 0.000000 1 1 0.100000 0 0.994438
## 87 0 0.520582 1 1 4.717895 0 1.000000
## 88 0 0.520582 1 1 4.717895 0 1.000000
## 89 0 0.520582 1 1 4.717895 0 0.993493
## 90 0 0.520582 1 1 4.717895 0 1.000000
## 91 0 0.520582 1 1 4.717895 0 1.000000
## 92 0 0.520582 1 1 4.717895 0 1.000000
## 93 0 0.520582 1 1 4.717895 0 1.000000
## 94 0 0.520582 1 1 4.717895 0 1.000000
## 95 0 0.000000 1 1 0.100000 0 1.000000
## 96 0 0.520582 1 1 4.717895 0 1.000000
## 97 0 0.520582 1 1 4.717895 0 1.000000
## 98 0 0.520582 1 1 4.717895 0 1.000000
## 99 0 0.520582 1 1 4.717895 0 1.000000
## 100 0 0.520582 1 1 4.717895 0 1.000000
## 101 0 0.520582 1 1 4.717895 0 0.992947
## 102 0 0.520582 1 1 4.717895 0 1.000000
## 103 0 0.520582 1 1 4.717895 0 1.000000
## 104 0 0.520582 1 1 4.717895 0 1.000000
## 105 0 0.520582 1 1 4.717895 0 1.000000
## 106 0 0.520582 1 1 4.717895 0 1.000000
## 107 0 0.520582 1 1 4.717895 0 1.000000
## 108 0 0.520582 1 1 4.717895 0 1.000000
## 109 0 0.520582 1 1 4.717895 0 1.000000
## 110 0 0.520582 1 1 4.717895 0 1.000000
## 111 0 0.520582 1 1 4.717895 0 1.000000
## 112 0 0.520582 1 1 4.717895 0 1.000000
## 113 0 0.520582 1 1 4.717895 0 1.000000
## 114 0 0.520582 1 1 4.717895 0 1.000000
## 115 0 0.520582 1 1 4.717895 0 1.000000
## 116 0 0.520582 1 1 4.717895 0 1.000000
## 117 0 0.520582 1 1 4.717895 0 1.000000
## 118 0 0.520582 1 1 4.717895 0 1.000000
## 119 0 0.520582 1 1 4.717895 0 1.000000
## 120 0 0.520582 1 1 4.717895 0 1.000000
## 121 0 0.520582 1 1 4.717895 0 1.000000
## 122 0 0.520582 1 1 4.717895 0 1.000000
## 123 0 0.520582 1 1 4.717895 0 1.000000
## 124 0 0.520582 1 1 4.717895 0 1.000000
## 125 0 0.520582 1 1 4.717895 0 1.000000
## 126 0 0.520582 1 1 4.717895 0 1.000000
## 127 0 0.520582 1 1 4.717895 0 1.000000
## 128 0 0.520582 1 1 4.717895 0 1.000000
## 129 0 0.520582 1 1 4.717895 0 1.000000
## 130 0 0.520582 1 1 4.717895 0 1.000000
## 131 0 0.520582 1 1 4.717895 0 1.000000
## 132 0 0.520582 1 1 4.717895 0 1.000000
## 133 0 0.520582 1 1 4.717895 0 1.000000
## 134 0 0.520582 1 1 4.717895 0 1.000000
## 135 0 0.520582 1 1 4.717895 0 1.000000
## 136 0 0.520582 1 1 4.717895 0 0.993646
## 137 0 0.520582 1 1 4.717895 0 1.000000
## 138 0 0.520582 1 1 4.717895 0 0.993504
## 139 0 0.520582 1 1 4.717895 0 1.000000
## 140 0 0.520582 1 1 4.717895 0 1.000000
## 141 0 0.520582 1 1 4.717895 0 1.000000
## 142 0 0.520582 1 1 4.717895 0 1.000000
## 143 0 0.520582 1 1 4.717895 0 1.000000
## 144 0 0.520582 1 1 4.717895 0 1.000000
## 145 0 0.520582 1 1 4.717895 0 1.000000
## 146 0 0.520582 1 1 4.717895 0 1.000000
## 147 0 0.520582 1 1 4.717895 0 1.000000
## 148 0 0.520582 1 1 4.717895 0 1.000000
## 149 0 0.520582 1 1 4.717895 0 1.000000
## 150 0 0.520582 1 1 4.717895 0 1.000000
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 0 456.1000 3.854442 0 0.000000 0.0000
## 2 0 431.6348 3.854442 0 0.000000 0.0000
## 3 0 439.5423 3.854442 0 0.000000 1827.6410
## 4 0 856.9649 3.854442 0 0.000000 0.0000
## 5 0 464.0457 3.854442 0 0.000000 355.4584
## 6 0 458.6627 3.854442 0 0.000000 0.0000
## 7 0 785.7328 3.854442 0 0.000000 0.0000
## 8 0 446.8110 3.854442 0 0.000000 1792.2450
## 9 0 424.8706 3.854442 0 0.000000 483.9056
## 10 0 442.3100 3.854442 0 0.000000 1196.0090
## 11 0 395.3116 3.854442 0 0.000000 934.6453
## 12 0 411.7354 3.854442 0 0.000000 1165.6040
## 13 0 373.7375 3.854442 0 0.000000 1652.7010
## 14 0 383.9244 3.854442 0 0.000000 1898.9884
## 15 0 349.2066 3.854442 0 0.850000 0.0000
## 16 0 358.9070 3.854442 0 0.799000 0.0000
## 17 0 328.9789 3.854442 0 0.774906 0.0000
## 18 0 342.4457 3.854442 0 0.756135 0.0000
## 19 0 315.7922 3.854442 0 0.740238 0.0000
## 20 0 326.7005 3.854442 0 0.000000 2612.7146
## 21 0 311.6058 3.854442 0 0.000000 2269.4507
## 22 0 313.7692 3.854442 0 0.000000 2156.4598
## 23 0 308.6916 3.854442 0 0.000000 0.0000
## 24 0 314.9704 3.854442 0 0.000000 421.1351
## 25 0 299.0990 3.854442 0 0.000000 0.0000
## 26 0 1425.1769 3.854442 0 0.000000 0.0000
## 27 0 950.4337 3.854442 0 0.000000 0.0000
## 28 0 485.7434 3.854442 0 0.850000 0.0000
## 29 0 418.5555 3.854442 0 0.799000 0.0000
## 30 0 487.0928 3.854442 0 0.774906 0.0000
## 31 0 418.6939 3.854442 0 0.000000 0.0000
## 32 0 459.2039 3.854442 0 0.850000 0.0000
## 33 0 393.2975 3.854442 0 0.000000 4493.0075
## 34 0 430.4807 3.854442 0 0.000000 1756.3861
## 35 0 391.5835 3.854442 0 0.000000 2798.8909
## 36 0 409.3373 3.854442 0 0.000000 1258.8673
## 37 0 760.7363 3.854442 0 0.000000 0.0000
## 38 0 434.7486 3.854442 0 0.000000 0.0000
## 39 0 369.5379 3.854442 0 0.000000 2700.9017
## 40 0 424.6255 3.854442 0 0.000000 2612.6749
## 41 0 387.2219 3.854442 0 0.000000 1047.9607
## 42 0 562.0303 3.854442 0 0.000000 0.0000
## 43 0 828.7772 3.854442 0 0.000000 0.0000
## 44 0 449.3443 3.854442 0 0.000000 2013.2529
## 45 0 421.9855 3.854442 0 0.000000 1614.1116
## 46 0 463.0252 3.854442 0 0.000000 3012.4431
## 47 0 443.1364 3.854442 0 0.000000 0.0000
## 48 0 473.4623 3.854442 0 0.000000 3135.6829
## 49 0 398.5198 3.854442 0 0.000000 4357.1803
## 50 0 967.9644 3.854442 0 0.850000 0.0000
## 51 0 473.4175 3.854442 0 0.000000 3306.4366
## 52 0 478.4506 3.854442 0 0.000000 0.0000
## 53 0 1214.5711 3.854442 0 0.000000 0.0000
## 54 0 714.0220 3.854442 0 0.000000 2583.9848
## 55 0 469.3372 3.854442 0 0.000000 2803.6655
## 56 0 1874.6232 3.854442 0 0.000000 0.0000
## 57 0 3196.2453 3.854442 0 0.000000 0.0000
## 58 0 1709.5694 3.854442 0 0.000000 0.0000
## 59 0 1250.9200 3.854442 0 0.000000 0.0000
## 60 0 1332.9498 3.854442 0 0.000000 1460.4359
## 61 0 1205.0585 3.854442 0 0.000000 0.0000
## 62 0 1109.8848 3.854442 0 0.000000 2355.3196
## 63 0 1285.8074 3.854442 0 0.000000 0.0000
## 64 0 1205.5095 3.854442 0 0.000000 0.0000
## 65 0 1015.4406 3.854442 0 0.000000 0.0000
## 66 0 1113.5728 3.854442 0 0.000000 0.0000
## 67 0 1736.9128 3.854442 0 0.000000 0.0000
## 68 0 1328.9125 3.854442 0 0.000000 1529.4851
## 69 0 952.5817 3.854442 0 0.000000 1832.2664
## 70 0 1069.2055 3.854442 0 0.000000 0.0000
## 71 0 1175.9866 3.854442 0 0.000000 0.0000
## 72 0 1145.7462 3.854442 0 0.000000 0.0000
## 73 0 957.1186 3.854442 0 0.000000 2800.0170
## 74 0 1628.2182 3.854442 0 0.000000 0.0000
## 75 0 1956.7368 3.854442 0 0.000000 0.0000
## 76 0 1342.0522 3.854442 0 0.000000 3562.7659
## 77 0 1024.2809 3.854442 0 0.000000 5818.3019
## 78 0 1137.0928 3.854442 0 0.000000 6475.5581
## 79 0 1025.8859 3.854442 0 0.000000 4444.9793
## 80 0 1404.1405 3.854442 0 0.000000 0.0000
## 81 0 1309.7672 3.854442 0 0.850000 0.0000
## 82 0 989.6834 3.854442 0 0.000000 1873.8133
## 83 0 1121.4137 3.854442 0 0.000000 8462.0818
## 84 0 1015.7280 3.854442 0 0.000000 2626.6375
## 85 0 1162.5109 3.854442 0 0.000000 0.0000
## 86 0 1251.3091 3.854442 0 0.850000 0.0000
## 87 0 1128.7268 3.854442 0 0.000000 7180.9444
## 88 0 1008.8274 3.854442 0 0.000000 5101.5970
## 89 0 1065.4364 3.854442 0 0.000000 11210.7967
## 90 0 983.6228 3.854442 0 0.000000 7372.5694
## 91 0 1232.1527 3.854442 0 0.000000 0.0000
## 92 0 974.2582 3.854442 0 0.000000 8512.5796
## 93 0 1327.5532 3.854442 0 0.000000 0.0000
## 94 0 1265.8718 3.854442 0 0.000000 0.0000
## 95 0 1189.6177 3.854442 0 0.850000 0.0000
## 96 0 957.1533 3.854442 0 0.000000 7923.7565
## 97 0 1048.0033 3.854442 0 0.000000 9041.4205
## 98 0 1238.9910 3.854442 0 0.000000 0.0000
## 99 0 1244.6845 3.854442 0 0.000000 0.0000
## 100 0 966.3523 3.854442 0 0.000000 5296.8536
## 101 0 1047.5943 3.854442 0 0.000000 5789.5313
## 102 0 933.6955 3.854442 0 0.000000 7309.0551
## 103 0 1434.4731 3.854442 0 0.000000 0.0000
## 104 0 1225.6726 3.854442 0 0.000000 9191.9250
## 105 0 919.2159 3.854442 0 0.000000 10771.5051
## 106 0 997.2621 3.854442 0 0.000000 10101.6455
## 107 0 946.6798 3.854442 0 0.000000 8735.9858
## 108 0 959.5207 3.854442 0 0.000000 6074.1765
## 109 0 1045.5320 3.854442 0 0.000000 0.0000
## 110 0 958.0660 3.854442 0 0.000000 13270.3887
## 111 0 1053.9493 3.854442 0 0.000000 0.0000
## 112 0 1287.0155 3.854442 0 0.000000 0.0000
## 113 0 1166.1696 3.854442 0 0.000000 10110.2962
## 114 0 893.7451 3.854442 0 0.000000 0.0000
## 115 0 985.9154 3.854442 0 0.000000 8765.8910
## 116 0 873.6454 3.854442 0 0.000000 11089.8497
## 117 0 927.6526 3.854442 0 0.000000 10982.7344
## 118 0 863.6579 3.854442 0 0.000000 8313.3461
## 119 0 898.9359 3.854442 0 0.000000 5228.5886
## 120 0 2121.8418 3.854442 0 0.000000 0.0000
## 121 0 1407.9810 3.854442 0 0.000000 3186.7847
## 122 0 850.2067 3.854442 0 0.000000 17849.8468
## 123 0 1029.2440 3.854442 0 0.000000 14409.7180
## 124 0 889.0257 3.854442 0 0.000000 11948.8702
## 125 0 953.8523 3.854442 0 0.000000 15860.8789
## 126 0 862.6062 3.854442 0 0.000000 8935.8926
## 127 0 1043.4758 3.854442 0 0.000000 0.0000
## 128 0 3313.6122 3.854442 0 0.000000 0.0000
## 129 0 2016.5874 3.854442 0 0.000000 0.0000
## 130 0 1486.2115 3.854442 0 0.000000 5751.4725
## 131 0 1653.3892 3.854442 0 0.000000 0.0000
## 132 0 1415.3305 3.854442 0 0.000000 11605.2206
## 133 0 1169.1107 3.854442 0 0.000000 11485.5483
## 134 0 1252.2146 3.854442 0 0.000000 12429.4408
## 135 0 1128.1842 3.854442 0 0.000000 15404.7551
## 136 0 1243.9843 3.854442 0 0.000000 14665.7430
## 137 0 1090.5252 3.854442 0 0.000000 11848.4328
## 138 0 1168.3082 3.854442 0 0.000000 12794.7445
## 139 0 1064.2378 3.854442 0 0.000000 13701.9379
## 140 0 1107.7155 3.854442 0 0.000000 5688.2539
## 141 0 1073.2238 3.854442 0 0.000000 0.0000
## 142 0 1394.2428 3.854442 0 0.000000 0.0000
## 143 0 1236.4419 3.854442 0 0.000000 0.0000
## 144 0 1177.4284 3.854442 0 0.000000 0.0000
## 145 0 999.0378 3.854442 0 0.000000 0.0000
## 146 0 1012.7099 3.854442 0 0.000000 11791.1834
## 147 0 969.9884 3.854442 0 0.000000 12207.0269
## 148 0 978.6273 3.854442 0 0.000000 12620.2531
## 149 0 922.8594 3.854442 0 0.000000 12068.6717
## 150 0 1176.8860 3.854442 0 0.000000 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
## 1 259.458490 1444.9037 0 0.000000 0.000000 0
## 2 281.251137 1480.2826 0 0.000000 0.000000 0
## 3 707.646848 2046.5584 0 0.000000 0.000000 0
## 4 3.328763 186.1611 0 0.000000 0.000000 0
## 5 32.728373 570.8816 0 0.000000 0.000000 0
## 6 241.354713 1392.8010 0 0.000000 0.000000 0
## 7 390.853687 1677.6308 0 0.000000 0.000000 0
## 8 683.019395 2024.9194 0 0.000000 0.000000 0
## 9 59.099170 753.2090 0 0.000000 0.000000 0
## 10 325.336697 1566.2339 0 0.000000 0.000000 0
## 11 205.492432 1304.2872 0 0.000000 0.000000 0
## 12 310.167506 1537.7835 0 0.000000 0.000000 0
## 13 589.485101 1933.7510 0 0.000000 0.000000 0
## 14 758.374486 2088.3861 0 0.000000 0.000000 0
## 15 74.220604 836.2110 0 1.580610 0.000000 0
## 16 209.626007 1324.9410 0 3.570000 -1.043816 0
## 17 1360.631311 2418.6652 0 9.846022 -3.317810 0
## 18 187.370188 1264.5120 0 4.097960 -1.544561 0
## 19 301.693596 1533.4877 0 5.517490 -1.674381 0
## 20 1326.123081 2408.1119 0 0.000000 0.000000 0
## 21 1032.918788 2287.7056 0 0.000000 0.000000 0
## 22 942.839130 2237.4750 0 0.000000 0.000000 0
## 23 205.231546 1332.5921 0 0.000000 0.000000 0
## 24 43.813499 668.1231 0 0.000000 0.000000 0
## 25 1.840852 140.9543 0 0.000000 0.000000 0
## 26 15.813713 409.9847 0 0.000000 0.000000 0
## 27 1857.335253 2577.4824 0 0.000000 0.000000 0
## 28 134.623084 1113.3098 0 2.166550 0.000000 0
## 29 701.249243 2099.0291 0 6.514536 -2.323356 0
## 30 627.105653 2026.5579 0 6.913464 -2.759658 0
## 31 510.391050 1922.8836 0 0.000000 0.000000 0
## 32 866.228622 2274.4605 0 5.452585 0.000000 0
## 33 3239.186002 2568.0976 0 0.000000 0.000000 0
## 34 624.893194 2059.1422 0 0.000000 0.000000 0
## 35 1436.445646 2556.3441 0 0.000000 0.000000 0
## 36 339.339988 1654.4537 0 0.000000 0.000000 0
## 37 8.504722 306.1509 0 0.000000 0.000000 0
## 38 1550.397826 2588.0269 0 0.000000 0.000000 0
## 39 1299.150943 2612.3178 0 0.000000 0.000000 0
## 40 1225.262168 2578.6756 0 0.000000 0.000000 0
## 41 232.115915 1460.5647 0 0.000000 0.000000 0
## 42 85.539289 944.5385 0 0.000000 0.000000 0
## 43 6.106820 265.9094 0 0.000000 0.000000 0
## 44 769.808308 2273.5939 0 0.000000 0.000000 0
## 45 515.637468 1989.7405 0 0.000000 0.000000 0
## 46 1573.107333 2709.6740 0 0.000000 0.000000 0
## 47 670.195487 2534.5544 0 0.000000 0.000000 0
## 48 1396.255447 3219.3249 0 0.000000 0.000000 0
## 49 2459.746601 3620.3322 0 0.000000 0.000000 0
## 50 183.451024 1478.1592 0 2.884740 0.000000 0
## 51 1531.028907 3298.1911 0 0.000000 0.000000 0
## 52 1031.583800 2942.7821 0 0.000000 0.000000 0
## 53 594.414032 2422.9255 0 0.000000 0.000000 0
## 54 994.858623 2908.6058 0 0.000000 0.000000 0
## 55 1108.260910 3110.3379 0 0.000000 0.000000 0
## 56 349.931778 2012.7718 0 0.000000 0.000000 0
## 57 4.219393 239.4159 0 0.000000 0.000000 0
## 58 80.643012 1034.8631 0 0.000000 0.000000 0
## 59 199.987838 1576.8521 0 0.000000 0.000000 0
## 60 345.113565 2001.0160 0 0.000000 0.000000 0
## 61 658.304657 2593.2362 0 0.000000 0.000000 0
## 62 814.714724 2803.7424 0 0.000000 0.000000 0
## 63 546.970616 2510.9618 0 0.000000 0.000000 0
## 64 3001.846675 4116.7655 0 0.000000 0.000000 0
## 65 759.052864 2847.7857 0 0.000000 0.000000 0
## 66 25.426902 610.1291 0 0.000000 0.000000 0
## 67 9.583698 374.6597 0 0.000000 0.000000 0
## 68 356.319846 2104.8052 0 0.000000 0.000000 0
## 69 494.287436 2411.0293 0 0.000000 0.000000 0
## 70 574.609012 2560.3944 0 0.000000 0.000000 0
## 71 850.249702 3080.1658 0 0.000000 0.000000 0
## 72 1092.862285 3364.7446 0 0.000000 0.000000 0
## 73 1007.961708 3272.7696 0 0.000000 0.000000 0
## 74 348.194221 2154.3295 0 0.000000 0.000000 0
## 75 706.397573 2847.8229 0 0.000000 0.000000 0
## 76 1554.358942 3719.6195 0 0.000000 0.000000 0
## 77 3583.318263 4365.0352 0 0.000000 0.000000 0
## 78 4279.722003 4381.0534 0 0.000000 0.000000 0
## 79 2191.262467 4232.5079 0 0.000000 0.000000 0
## 80 253.346533 1914.3356 0 0.000000 0.000000 0
## 81 1586.506128 3885.8944 0 9.500695 0.000000 0
## 82 477.244705 2513.8506 0 0.000000 0.000000 0
## 83 6390.405889 4431.9088 0 0.000000 0.000000 0
## 84 874.879616 3187.3679 0 0.000000 0.000000 0
## 85 353.913977 2215.9694 0 0.000000 0.000000 0
## 86 955.822323 3291.2059 0 7.373313 0.000000 0
## 87 4383.079523 5467.5705 0 0.000000 0.000000 0
## 88 2490.014704 4902.7501 0 0.000000 0.000000 0
## 89 8946.585134 5101.7830 0 0.000000 0.000000 0
## 90 4575.321813 5490.5917 0 0.000000 0.000000 0
## 91 5166.360748 5532.9568 0 0.000000 0.000000 0
## 92 5774.210873 5537.4325 0 0.000000 0.000000 0
## 93 634.685278 3020.9008 0 0.000000 0.000000 0
## 94 9523.651170 4960.8166 0 0.000000 0.000000 0
## 95 492.703726 2791.8618 0 5.702371 0.000000 0
## 96 4983.112696 5801.4864 0 0.000000 0.000000 0
## 97 6166.265566 5836.5645 0 0.000000 0.000000 0
## 98 695.598243 3232.0919 0 0.000000 0.000000 0
## 99 4170.413724 5686.5321 0 0.000000 0.000000 0
## 100 2563.268757 5130.3493 0 0.000000 0.000000 0
## 101 2974.033658 5326.4749 0 0.000000 0.000000 0
## 102 4368.861944 5722.7204 0 0.000000 0.000000 0
## 103 920.148096 3720.9312 0 0.000000 0.000000 0
## 104 6157.491713 6123.9959 0 0.000000 0.000000 0
## 105 7930.930277 6010.8332 0 0.000000 0.000000 0
## 106 7225.575634 5982.7038 0 0.000000 0.000000 0
## 107 5725.413475 6026.6041 0 0.000000 0.000000 0
## 108 3157.338003 5532.2719 0 0.000000 0.000000 0
## 109 10559.860344 5389.7827 0 0.000000 0.000000 0
## 110 11094.587635 5248.3305 0 0.000000 0.000000 0
## 111 2894.644804 5587.6168 0 0.000000 0.000000 0
## 112 5265.803306 6238.1202 0 0.000000 0.000000 0
## 113 7058.964493 6278.1803 0 0.000000 0.000000 0
## 114 1332.923230 4359.5778 0 0.000000 0.000000 0
## 115 5613.424166 6268.6386 0 0.000000 0.000000 0
## 116 8175.978457 6181.3008 0 0.000000 0.000000 0
## 117 8051.369540 6195.9036 0 0.000000 0.000000 0
## 118 5151.491091 6225.2836 0 0.000000 0.000000 0
## 119 2331.202377 5397.5374 0 0.000000 0.000000 0
## 120 7266.985301 6526.6567 0 0.000000 0.000000 0
## 121 993.644940 3984.8493 0 0.000000 0.000000 0
## 122 16712.188935 4183.7393 0 0.000000 0.000000 0
## 123 12050.761060 5721.3051 0 0.000000 0.000000 0
## 124 8999.636106 6360.1321 0 0.000000 0.000000 0
## 125 13965.451130 5156.7554 0 0.000000 0.000000 0
## 126 5660.791379 6496.5913 0 0.000000 0.000000 0
## 127 155.647722 1778.0243 0 0.000000 0.000000 0
## 128 134.959543 1660.6724 0 0.000000 0.000000 0
## 129 422.354756 2824.5251 0 0.000000 0.000000 0
## 130 2678.063312 5754.8688 0 0.000000 0.000000 0
## 131 2160.434795 5391.3220 0 0.000000 0.000000 0
## 132 8430.277684 6690.6423 0 0.000000 0.000000 0
## 133 8293.185912 6703.2128 0 0.000000 0.000000 0
## 134 9392.707727 6574.4115 0 0.000000 0.000000 0
## 135 12961.656201 6008.2584 0 0.000000 0.000000 0
## 136 12115.789755 6084.2344 0 0.000000 0.000000 0
## 137 8686.168585 6707.0325 0 0.000000 0.000000 0
## 138 9800.570574 6558.9269 0 0.000000 0.000000 0
## 139 10905.402024 6357.6181 0 0.000000 0.000000 0
## 140 2621.190570 5737.7317 0 0.000000 0.000000 0
## 141 3714.113600 6279.5660 0 0.000000 0.000000 0
## 142 6634.640686 6796.2084 0 0.000000 0.000000 0
## 143 3939.515186 6777.1863 0 0.000000 0.000000 0
## 144 6946.178726 7476.9659 0 0.000000 0.000000 0
## 145 8273.307308 7527.8635 0 0.000000 0.000000 0
## 146 8123.083948 7527.8497 0 0.000000 0.000000 0
## 147 8575.412995 7523.8698 0 0.000000 0.000000 0
## 148 9032.141993 7508.1405 0 0.000000 0.000000 0
## 149 8424.096420 7526.5301 0 0.000000 0.000000 0
## 150 4172.596547 6872.1716 0 0.000000 0.000000 0
## snow_Qrain snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 10.437206 0.001000 0 0.000004 2018 351
## 2 0.000000 0.000000 10.380018 0.001000 0 0.000004 2018 352
## 3 0.000000 0.000000 33.812661 0.001000 0 0.000078 2018 353
## 4 0.000000 0.000000 8.071919 0.001000 0 0.000003 2018 354
## 5 0.000000 0.000000 11.651711 0.001000 0 0.000069 2018 355
## 6 0.000000 0.000000 10.415855 0.001000 0 0.000004 2018 356
## 7 0.000000 0.000000 10.402582 0.001000 0 0.000004 2018 357
## 8 0.000000 0.000000 14.109225 0.001000 0 0.000070 2018 358
## 9 0.000000 0.000000 0.016098 0.001000 0 0.000000 2018 359
## 10 0.000000 0.000000 3.022473 0.001000 0 0.000001 2018 360
## 11 0.000000 0.000000 3.829689 0.001000 0 0.000002 2018 361
## 12 0.000000 0.000000 0.888546 0.001000 0 0.000000 2018 362
## 13 0.000000 0.000000 5.240943 0.001000 0 0.000002 2018 363
## 14 0.000000 0.000000 4.409695 0.001000 0 0.000002 2018 364
## 15 0.000000 1.580610 0.015096 -4.772088 1 0.000011 2018 365
## 16 0.000000 2.526183 0.013949 -10.000000 2 0.000035 2018 1
## 17 0.000000 6.528212 0.025995 -10.000000 3 0.000111 2018 2
## 18 0.000000 2.553398 0.019967 -10.000000 4 0.000051 2018 3
## 19 0.000000 3.843110 0.015894 0.001000 0 0.000056 2018 4
## 20 0.000000 0.000000 0.026578 0.001000 0 0.000064 2018 5
## 21 0.000000 0.000000 0.024519 0.001000 0 0.000000 2018 6
## 22 0.000000 0.000000 0.031255 0.001000 0 0.000000 2018 7
## 23 0.000000 0.000000 10.464590 0.001000 0 0.000004 2018 8
## 24 0.000000 0.000000 5.418025 0.001000 0 0.000066 2018 9
## 25 0.000000 0.000000 5.752051 0.001000 0 0.000002 2018 10
## 26 0.000000 0.000000 10.388039 0.001000 0 0.000004 2018 11
## 27 0.000000 0.000000 10.426314 0.001000 0 0.000004 2018 12
## 28 0.000000 2.166550 0.016751 -4.322088 1 0.000011 2018 13
## 29 0.000000 4.191180 0.023773 -8.962040 2 0.000077 2018 14
## 30 0.000000 4.153806 0.027867 0.001000 0 0.000092 2018 15
## 31 0.000000 0.000000 10.476686 0.001000 0 0.000004 2018 16
## 32 0.000000 5.452585 0.022205 0.001000 0 0.000011 2018 17
## 33 0.000000 0.000000 0.046147 0.001000 0 0.000064 2018 18
## 34 0.000000 0.000000 6.716320 0.001000 0 0.000003 2018 19
## 35 0.000000 0.000000 12.342149 0.001000 0 0.000005 2018 20
## 36 0.000000 0.000000 13.737281 0.001000 0 0.000006 2018 21
## 37 0.000000 0.000000 10.404742 0.001000 0 0.000004 2018 22
## 38 0.000000 0.000000 10.436071 0.001000 0 0.000004 2018 23
## 39 0.000000 0.000000 8.818925 0.001000 0 0.000068 2018 24
## 40 0.000000 0.000000 14.265350 0.001000 0 0.000006 2018 25
## 41 0.000000 0.000000 10.698553 0.001000 0 0.000004 2018 26
## 42 0.000000 0.000000 10.436546 0.001000 0 0.000004 2018 27
## 43 0.000000 0.000000 10.417368 0.001000 0 0.000004 2018 28
## 44 0.000000 0.000000 8.280099 0.001000 0 0.000068 2018 29
## 45 0.000000 0.000000 0.023761 0.001000 0 0.000000 2018 30
## 46 0.000000 0.000000 12.121123 0.001000 0 0.000005 2018 31
## 47 0.000000 0.000000 10.440798 0.001000 0 0.000004 2018 32
## 48 0.000000 0.000000 0.044338 0.001000 0 0.000064 2018 33
## 49 0.000000 0.000000 2.083598 0.001000 0 0.000001 2018 34
## 50 112.395205 2.884740 15.058959 0.001000 0 0.000006 2018 35
## 51 0.000000 0.000000 13.468033 0.001000 0 0.000070 2018 36
## 52 0.000000 0.000000 10.432946 0.001000 0 0.000004 2018 37
## 53 0.000000 0.000000 10.415201 0.001000 0 0.000004 2018 38
## 54 0.000000 0.000000 22.432218 0.001000 0 0.000073 2018 39
## 55 0.000000 0.000000 25.663138 0.001000 0 0.000010 2018 40
## 56 0.000000 0.000000 10.389936 0.001000 0 0.000004 2018 41
## 57 0.000000 0.000000 10.358636 0.001000 0 0.000004 2018 42
## 58 0.000000 0.000000 10.360777 0.001000 0 0.000004 2018 43
## 59 0.000000 0.000000 10.403190 0.001000 0 0.000004 2018 44
## 60 0.000000 0.000000 27.260842 0.001000 0 0.000075 2018 45
## 61 0.000000 0.000000 10.327336 0.001000 0 0.000004 2018 46
## 62 0.000000 0.000000 34.345137 0.001000 0 0.000078 2018 47
## 63 0.000000 0.000000 10.379722 0.001000 0 0.000004 2018 48
## 64 0.000000 0.000000 10.384818 0.001000 0 0.000004 2018 49
## 65 0.000000 0.000000 10.365556 0.001000 0 0.000004 2018 50
## 66 0.000000 0.000000 10.355568 0.001000 0 0.000004 2018 51
## 67 0.000000 0.000000 10.335184 0.001000 0 0.000004 2018 52
## 68 0.000000 0.000000 32.918429 0.001000 0 0.000078 2018 53
## 69 0.000000 0.000000 35.093965 0.001000 0 0.000014 2018 54
## 70 0.000000 0.000000 10.319896 0.001000 0 0.000004 2018 55
## 71 0.000000 0.000000 10.356411 0.001000 0 0.000004 2018 56
## 72 0.000000 0.000000 10.386773 0.001000 0 0.000004 2018 57
## 73 0.000000 0.000000 25.245783 0.001000 0 0.000074 2018 58
## 74 0.000000 0.000000 10.400223 0.001000 0 0.000004 2018 59
## 75 0.000000 0.000000 10.386366 0.001000 0 0.000004 2018 60
## 76 0.000000 0.000000 21.799452 0.001000 0 0.000073 2018 61
## 77 0.000000 0.000000 35.819971 0.001000 0 0.000014 2018 62
## 78 0.000000 0.000000 43.358239 0.001000 0 0.000018 2018 63
## 79 0.000000 0.000000 37.869059 0.001000 0 0.000015 2018 64
## 80 0.000000 0.000000 10.423200 0.001000 0 0.000004 2018 65
## 81 1.466674 9.500695 13.276417 0.001000 0 0.000016 2018 66
## 82 0.000000 0.000000 0.022915 0.001000 0 0.000064 2018 67
## 83 0.000000 0.000000 15.713652 0.001000 0 0.000006 2018 68
## 84 0.000000 0.000000 20.234556 0.001000 0 0.000008 2018 69
## 85 0.000000 0.000000 10.416579 0.001000 0 0.000004 2018 70
## 86 34.719655 7.373313 14.559972 0.001000 0 0.000006 2018 71
## 87 0.000000 0.000000 11.922092 0.001000 0 0.000069 2018 72
## 88 0.000000 0.000000 0.050066 0.001000 0 0.000000 2018 73
## 89 0.000000 0.000000 54.824237 0.001000 0 0.000022 2018 74
## 90 0.000000 0.000000 63.388755 0.001000 0 0.000026 2018 75
## 91 0.000000 0.000000 10.332792 0.001000 0 0.000004 2018 76
## 92 0.000000 0.000000 74.374241 0.001000 0 0.000094 2018 77
## 93 0.000000 0.000000 10.364158 0.001000 0 0.000004 2018 78
## 94 0.000000 0.000000 10.371389 0.001000 0 0.000004 2018 79
## 95 0.000000 5.702371 0.028600 0.001000 0 0.000011 2018 80
## 96 0.000000 0.000000 13.838024 0.001000 0 0.000070 2018 81
## 97 0.000000 0.000000 38.437310 0.001000 0 0.000015 2018 82
## 98 0.000000 0.000000 10.423671 0.001000 0 0.000004 2018 83
## 99 0.000000 0.000000 10.390071 0.001000 0 0.000004 2018 84
## 100 0.000000 0.000000 20.611443 0.001000 0 0.000073 2018 85
## 101 0.000000 0.000000 31.450041 0.001000 0 0.000013 2018 86
## 102 0.000000 0.000000 67.237203 0.001000 0 0.000027 2018 87
## 103 0.000000 0.000000 10.332974 0.001000 0 0.000004 2018 88
## 104 0.000000 0.000000 52.500331 0.001000 0 0.000086 2018 89
## 105 0.000000 0.000000 55.655687 0.001000 0 0.000022 2018 90
## 106 0.000000 0.000000 76.667462 0.001000 0 0.000031 2018 91
## 107 0.000000 0.000000 75.453056 0.001000 0 0.000031 2018 92
## 108 0.000000 0.000000 62.479237 0.001000 0 0.000025 2018 93
## 109 0.000000 0.000000 10.368604 0.001000 0 0.000004 2018 94
## 110 0.000000 0.000000 63.030661 0.001000 0 0.000090 2018 95
## 111 0.000000 0.000000 10.363871 0.001000 0 0.000004 2018 96
## 112 0.000000 0.000000 10.392270 0.001000 0 0.000004 2018 97
## 113 0.000000 0.000000 36.055479 0.001000 0 0.000079 2018 98
## 114 0.000000 0.000000 10.420567 0.001000 0 0.000004 2018 99
## 115 0.000000 0.000000 51.454355 0.001000 0 0.000085 2018 100
## 116 0.000000 0.000000 58.869728 0.001000 0 0.000024 2018 101
## 117 0.000000 0.000000 78.773877 0.001000 0 0.000032 2018 102
## 118 0.000000 0.000000 68.685632 0.001000 0 0.000028 2018 103
## 119 0.000000 0.000000 51.121349 0.001000 0 0.000021 2018 104
## 120 0.000000 0.000000 10.365557 0.001000 0 0.000004 2018 105
## 121 0.000000 0.000000 0.253692 0.001000 0 0.000064 2018 106
## 122 0.000000 0.000000 76.690157 0.001000 0 0.000031 2018 107
## 123 0.000000 0.000000 89.432577 0.001000 0 0.000036 2018 108
## 124 0.000000 0.000000 59.243725 0.001000 0 0.000024 2018 109
## 125 0.000000 0.000000 80.130448 0.001000 0 0.000032 2018 110
## 126 0.000000 0.000000 60.552548 0.001000 0 0.000025 2018 111
## 127 0.000000 0.000000 10.381776 0.001000 0 0.000004 2018 112
## 128 0.000000 0.000000 10.381572 0.001000 0 0.000004 2018 113
## 129 0.000000 0.000000 10.359693 0.001000 0 0.000004 2018 114
## 130 0.000000 0.000000 44.731637 0.001000 0 0.000082 2018 115
## 131 0.000000 0.000000 10.364069 0.001000 0 0.000004 2018 116
## 132 0.000000 0.000000 69.596467 0.001000 0 0.000093 2018 117
## 133 0.000000 0.000000 76.212176 0.001000 0 0.000031 2018 118
## 134 0.000000 0.000000 63.864613 0.001000 0 0.000026 2018 119
## 135 0.000000 0.000000 88.821329 0.001000 0 0.000036 2018 120
## 136 0.000000 0.000000 87.195074 0.001000 0 0.000035 2018 121
## 137 0.000000 0.000000 76.131714 0.001000 0 0.000031 2018 122
## 138 0.000000 0.000000 77.400050 0.001000 0 0.000031 2018 123
## 139 0.000000 0.000000 76.039719 0.001000 0 0.000031 2018 124
## 140 0.000000 0.000000 53.319631 0.001000 0 0.000022 2018 125
## 141 0.000000 0.000000 10.313072 0.001000 0 0.000004 2018 126
## 142 0.000000 0.000000 10.291906 0.001000 0 0.000004 2018 127
## 143 0.000000 0.000000 10.307889 0.001000 0 0.000004 2018 128
## 144 0.000000 0.000000 10.281333 0.001000 0 0.000004 2018 129
## 145 0.000000 0.000000 10.249485 0.001000 0 0.000004 2018 130
## 146 0.000000 0.000000 79.754457 0.001000 0 0.000097 2018 131
## 147 0.000000 0.000000 72.128838 0.001000 0 0.000030 2018 132
## 148 0.000000 0.000000 69.429909 0.001000 0 0.000028 2018 133
## 149 0.000000 0.000000 63.970945 0.001000 0 0.000026 2018 134
## 150 0.000000 0.000000 10.268817 0.001000 0 0.000004 2018 135RSS - Explore Site 3
'Exploring Site 3 RSS'## [1] "Exploring Site 3 RSS"cwws32valrss3_run1## $bd
## day month year basinID pot_surface_infil snow_thr sat_def_z sat_def
## 1: 1 11 2017 1 0 0 5743.000 2492.617
## 2: 2 11 2017 1 0 0 5775.680 2506.922
## 3: 3 11 2017 1 0 0 5827.917 2529.530
## 4: 4 11 2017 1 0 0 5874.239 2549.550
## 5: 5 11 2017 1 0 0 5922.438 2570.429
## ---
## 361: 27 10 2018 1 0 0 7731.890 3352.507
## 362: 28 10 2018 1 0 0 7736.308 3354.427
## 363: 29 10 2018 1 0 0 7742.479 3357.111
## 364: 30 10 2018 1 0 0 7750.978 3360.813
## 365: 31 10 2018 1 0 0 7757.512 3363.671
## rz_storage unsat_stor rz_drainage unsat_drain cap evap snowpack
## 1: 76.59031 1334.841 2.490852 1.372280 0.294495 0.275352 0
## 2: 75.81287 1333.825 2.183796 1.260209 0.254941 0.335187 0
## 3: 75.04237 1341.611 2.093020 1.285571 0.214954 0.395090 0
## 4: 74.41683 1347.344 1.892376 1.303572 0.173055 0.259773 0
## 5: 74.05853 1354.467 1.700235 1.221638 0.137988 0.252518 0
## ---
## 361: 85.97056 2242.030 4.456435 0.851586 0.147090 0.235130 0
## 362: 84.16584 2242.406 2.001184 0.571941 0.069264 0.432388 0
## 363: 82.95562 2243.122 1.408888 0.606845 0.068525 0.358181 0
## 364: 81.77949 2244.959 1.137202 0.453134 0.106126 0.355902 0
## 365: 80.78658 2245.703 0.936922 0.518146 0.061072 0.416151 0
## trans baseflow return streamflow psn nppcum lai gw.Qout
## 1: 0.013950 7.753767 10.844229 18.396028 0.000048 0 0.023064 2.668249
## 2: 0.018846 7.331587 10.867505 18.003012 0.000062 0 0.023064 2.454442
## 3: 0.023052 6.963001 10.469701 17.243608 0.000064 0 0.023064 2.257814
## 4: 0.014314 6.645025 10.070107 16.528914 0.000051 0 0.023064 2.076980
## 5: 0.013761 6.371086 9.388270 15.586203 0.000050 0 0.023064 1.910668
## ---
## 361: 0.011935 4.695507 1.349666 6.021505 0.000035 0 0.068955 2.827366
## 362: 0.048600 4.484458 0.992757 5.457083 0.000081 0 0.064933 2.600572
## 363: 0.040211 4.202509 0.969943 5.152723 0.000082 0 0.062261 2.392018
## 364: 0.043760 3.953129 0.888380 4.822632 0.000106 0 0.060927 2.200234
## 365: 0.021714 3.808010 0.884243 4.669170 0.000065 0 0.023064 2.023867
## gw.storage detention_store %sat_area litter_store litter_capacity
## 1: 30.72299 0 4.047260 0.001527 0.084106
## 2: 28.26854 0 4.047260 0.001321 0.084106
## 3: 26.01073 0 3.896430 0.000739 0.084106
## 4: 23.93375 0 3.720463 0.000680 0.084106
## 5: 22.02308 0 3.619910 0.000680 0.084106
## ---
## 361: 32.51715 0 0.904977 0.009990 0.084106
## 362: 29.91657 0 0.854701 0.000762 0.084106
## 363: 27.52456 0 0.879839 0.000438 0.084106
## 364: 25.32432 0 0.854701 0.000429 0.084106
## 365: 23.30045 0 0.854701 0.000415 0.084106
## canopy_store %snow_cover snow_subl trans_var acc_trans acctransv_var
## 1: 0.000057 0 0 0.000666 82.93318 4450.352
## 2: 0.000057 0 0 0.001233 82.95203 4448.844
## 3: 0.000057 0 0 0.001866 82.97508 4447.011
## 4: 0.000057 0 0 0.000703 82.98939 4445.864
## 5: 0.000057 0 0 0.000650 83.00316 4444.762
## ---
## 361: 0.000057 0 0 0.000056 140.24980 13626.764
## 362: 0.000057 0 0 0.001040 140.29840 13630.999
## 363: 0.000057 0 0 0.000732 140.33861 13634.290
## 364: 0.000057 0 0 0.000879 140.38237 13637.773
## 365: 0.000057 0 0 0.001654 140.40408 13634.344
## pet dC13 precip pcp_assim mortf tmax tmin tavg
## 1: 0.017468 23.35639 0 0 0 15.27671 9.17671 12.22671
## 2: 0.023444 22.80455 0 0 0 17.87671 10.47671 14.17671
## 3: 0.029926 22.46116 0 0 0 20.17671 11.47671 15.82671
## 4: 0.019109 22.61564 0 0 0 18.97671 13.57671 16.27671
## 5: 0.018142 22.74170 0 0 0 18.27671 12.97671 15.62671
## ---
## 361: 0.020734 25.32715 0 0 0 6.67671 2.97671 4.82671
## 362: 0.062350 24.16066 0 0 0 12.67671 2.27671 7.47671
## 363: 0.051153 23.96998 0 0 0 12.47671 4.07671 8.27671
## 364: 0.053404 23.14207 0 0 0 14.27671 6.27671 10.27671
## 365: 0.026811 22.23760 0 0 0 18.07671 9.37671 13.72671
## vpd snowfall recharge gpsn resp gs rootdepth plantc
## 1: 262.7217 0 0 0.078455 0.029971 0.108837 436.5498 0.096925
## 2: 350.5153 0 0 0.093085 0.031207 0.109496 436.5498 0.096925
## 3: 444.9765 0 0 0.096641 0.032474 0.104748 436.5498 0.096925
## 4: 296.5631 0 0 0.084509 0.033197 0.101727 436.5498 0.096925
## 5: 280.9250 0 0 0.082629 0.033115 0.103077 436.5498 0.096925
## ---
## 361: 105.6290 0 0 0.065679 0.030718 0.235686 436.5498 0.096925
## 362: 316.3843 0 0 0.112699 0.031741 0.301385 436.5498 0.096925
## 363: 276.3677 0 0 0.113537 0.031954 0.291434 436.5498 0.096925
## 364: 298.7147 0 0 0.138920 0.033399 0.297529 436.5498 0.096925
## 365: 394.2291 0 0 0.094625 0.030026 0.110365 436.5498 0.096925
## snowmelt canopysubl routedstreamflow canopy_snow height evap_can
## 1: 0 0 2.668249 0 6.876357 0.000000
## 2: 0 0 2.454442 0 6.876357 0.000000
## 3: 0 0 2.257814 0 6.876357 0.000000
## 4: 0 0 2.076980 0 6.876357 0.000000
## 5: 0 0 1.910668 0 6.876357 0.000000
## ---
## 361: 0 0 2.827366 0 6.876357 0.000092
## 362: 0 0 2.600572 0 6.876357 0.000000
## 363: 0 0 2.392018 0 6.876357 0.000000
## 364: 0 0 2.200234 0 6.876357 0.000000
## 365: 0 0 2.023867 0 6.876357 0.000000
## evap_lit evap_soil litrc Kdown Ldown Kup Lup Kstar_can
## 1: 0.000592 0.274760 0.042053 2346.852 31189.63 292.5164 0 91.24764
## 2: 0.000206 0.334981 0.042053 3207.800 31537.13 399.0860 0 126.38799
## 3: 0.000581 0.394509 0.042053 4097.599 31688.91 508.8204 0 165.33381
## 4: 0.000059 0.259714 0.042053 1910.967 33355.60 238.4185 0 66.83281
## 5: 0.000000 0.252518 0.042053 1850.866 33078.59 230.9517 0 64.91660
## ---
## 361: 0.074116 0.160922 0.042053 1268.669 28728.78 158.9644 0 117.73402
## 362: 0.009229 0.423159 0.042053 6193.494 26933.12 769.9450 0 522.07019
## 363: 0.000324 0.357857 0.042053 4670.184 28371.97 582.0021 0 387.49461
## 364: 0.000009 0.355893 0.042053 4356.794 29464.88 543.2130 0 343.10288
## 365: 0.000014 0.416138 0.042053 4057.706 30680.68 503.8666 0 166.41620
## Kstar_soil Kstar_snow Lstar_can Lstar_soil Lstar_snow LE_canopy LE_soil
## 1: 1159.1481 0 0 0 0 34.50393 680.0305
## 2: 1631.6143 0 0 0 0 46.50394 826.0033
## 3: 2157.4905 0 0 0 0 56.77899 971.7892
## 4: 937.9383 0 0 0 0 35.23765 639.0867
## 5: 906.7446 0 0 0 0 33.89872 621.6495
## ---
## 361: 563.7568 0 0 0 0 30.01347 584.9370
## 362: 3272.4949 0 0 0 0 120.66964 1071.9309
## 363: 2347.2411 0 0 0 0 99.70952 887.6222
## 364: 2169.7688 0 0 0 0 108.26993 880.3183
## 365: 2154.0435 0 0 0 0 53.53417 1025.7208
## LE_snow Lstar_strat canopydrip date wy yd et unfilled_cap
## 1: 0 0 0 2017-11-01 2018 305 0.289302 1411.431
## 2: 0 0 0 2017-11-02 2018 306 0.354033 1409.637
## 3: 0 0 0 2017-11-03 2018 307 0.418142 1416.653
## 4: 0 0 0 2017-11-04 2018 308 0.274087 1421.761
## 5: 0 0 0 2017-11-05 2018 309 0.266279 1428.525
## ---
## 361: 0 0 0 2018-10-27 2019 300 0.247065 2328.001
## 362: 0 0 0 2018-10-28 2019 301 0.480988 2326.572
## 363: 0 0 0 2018-10-29 2019 302 0.398392 2326.078
## 364: 0 0 0 2018-10-30 2019 303 0.399662 2326.738
## 365: 0 0 0 2018-10-31 2019 304 0.437865 2326.490
##
## $pd
## day month year basinID hillID zoneID patchID familyID family_horizon
## 1: 1 11 2017 1 108 149478 149478 -9999 0
## 2: 2 11 2017 1 108 149478 149478 -9999 0
## 3: 3 11 2017 1 108 149478 149478 -9999 0
## 4: 4 11 2017 1 108 149478 149478 -9999 0
## 5: 5 11 2017 1 108 149478 149478 -9999 0
## ---
## 361: 27 10 2018 1 108 149478 149478 -9999 0
## 362: 28 10 2018 1 108 149478 149478 -9999 0
## 363: 29 10 2018 1 108 149478 149478 -9999 0
## 364: 30 10 2018 1 108 149478 149478 -9999 0
## 365: 31 10 2018 1 108 149478 149478 -9999 0
## rain_thr detention_store sat_def_z sat_def rz_storage
## 1: 0 0 0.00000 0.000000 0.000000
## 2: 0 0 0.00000 0.000000 0.000000
## 3: 0 0 0.00000 0.000000 0.000000
## 4: 0 0 0.00000 0.000000 0.000000
## 5: 0 0 0.00000 0.000000 0.000000
## ---
## 361: 0 0 20.75038 9.358423 3.022028
## 362: 0 0 15.56028 7.017684 2.266155
## 363: 0 0 25.66846 11.576477 5.244537
## 364: 0 0 171.90837 77.530675 54.041121
## 365: 0 0 286.97584 129.426103 56.333388
## potential_rz_store rz_field_capacity rz_wilting_point unsat_stor
## 1: 434.7485 0.000000 0.001220 0
## 2: 434.7485 0.000000 0.001617 0
## 3: 434.7485 0.000000 0.001952 0
## 4: 434.7485 0.000000 0.001279 0
## 5: 434.7485 0.000000 0.001234 0
## ---
## 361: 434.7485 4.463330 1.373638 0
## 362: 434.7485 3.346957 1.230632 0
## 363: 434.7485 5.521190 0.923006 0
## 364: 434.7485 43.576809 1.521916 0
## 365: 434.7485 61.727425 6.036060 0
## rz_drainage unsat_drain rz_transfer unsat_transfer sat_transfer
## 1: 0.00000 0 0 0 0
## 2: 0.00000 0 0 0 0
## 3: 0.00000 0 0 0 0
## 4: 0.00000 0 0 0 0
## 5: 0.00000 0 0 0 0
## ---
## 361: 0.00000 0 0 0 0
## 362: 0.00000 0 0 0 0
## 363: 0.00000 0 0 0 0
## 364: 13.83838 0 0 0 0
## 365: 32.12868 0 0 0 0
## sublimation return evap evap_surface soil_evap snow snow_melt trans_sat
## 1: 0 0 0 0.000000 0 0 0 0.006289
## 2: 0 0 0 0.000000 0 0 0 0.008334
## 3: 0 0 0 0.000000 0 0 0 0.010062
## 4: 0 0 0 0.000000 0 0 0 0.006593
## 5: 0 0 0 0.000000 0 0 0 0.006361
## ---
## 361: 0 0 0 0.064313 0 0 0 0.001905
## 362: 0 0 0 0.000000 0 0 0 0.007371
## 363: 0 0 0 0.000000 0 0 0 0.006458
## 364: 0 0 0 0.000000 0 0 0 0.007104
## 365: 0 0 0 0.000000 0 0 0 0.008461
## trans_unsat Qin Qout psn root_zone.S root.depth
## 1: 0.000000 7103.518 7103.511 0.000216 1.000000 963.9656
## 2: 0.000000 6288.297 6288.288 0.002709 1.000000 963.9656
## 3: 0.000000 6403.398 6403.388 0.002579 1.000000 963.9656
## 4: 0.000000 5742.979 5742.972 0.001844 1.000000 963.9656
## 5: 0.000000 5180.144 5180.138 0.001168 1.000000 963.9656
## ---
## 361: 0.000047 1751.938 1751.194 -0.021164 0.985425 963.9656
## 362: 0.000162 1421.143 1419.551 -0.009974 0.989071 963.9656
## 363: 0.000106 1281.188 1282.762 -0.008724 0.985435 963.9656
## 364: 0.000194 1258.306 1275.456 -0.002416 0.945970 963.9656
## 365: 0.001000 1157.312 1206.906 0.004145 0.831874 963.9656
## litter.rain_stor litter.S area pet lai baseflow streamflow pcp
## 1: 0 0 100 0.007215 0.008810 0 0 0
## 2: 0 0 100 0.009653 0.008810 0 0 0
## 3: 0 0 100 0.012298 0.008810 0 0 0
## 4: 0 0 100 0.007962 0.008810 0 0 0
## 5: 0 0 100 0.007556 0.008810 0 0 0
## ---
## 361: 0 0 100 0.002935 0.008808 0 0 0
## 362: 0 0 100 0.009228 0.008808 0 0 0
## 363: 0 0 100 0.007898 0.008808 0 0 0
## 364: 0 0 100 0.008436 0.008808 0 0 0
## 365: 0 0 100 0.010992 0.008810 0 0 0
## recharge Kdowndirpch Kdowndiffpch Kupdirpch Kupdifpch Luppch
## 1: 0 0 652.5890 36.980668 232.9759 0
## 2: 0 0 844.7887 71.345284 305.0013 0
## 3: 0 0 1008.3139 121.119042 369.2642 0
## 4: 0 0 544.2295 24.200529 193.3268 0
## 5: 0 0 528.7562 22.666299 187.7074 0
## ---
## 361: 0 0 364.4211 9.420754 128.4153 0
## 362: 0 0 1255.5319 256.747742 473.7632 0
## 363: 0 0 1090.4362 137.539643 399.5276 0
## 364: 0 0 1042.3238 118.412578 380.0751 0
## 365: 0 0 998.4972 119.939858 365.6692 0
## Kdowndirsubcan Kdowndifsubcan Ldownsubcan Kstarcan Kstardirsno
## 1: 330.11751 2004.070 0 79.89494 0
## 2: 636.88215 2615.283 0 114.42601 0
## 3: 1081.20049 3153.660 0 153.85040 0
## 4: 216.03229 1665.370 0 60.13064 0
## 5: 202.33659 1617.265 0 58.10860 0
## ---
## 361: 84.13646 1108.764 0 42.76702 0
## 362: 2293.00600 4012.814 0 250.10968 0
## 363: 1228.36222 3411.696 0 177.28694 0
## 364: 1057.53901 3249.938 0 160.86749 0
## 365: 1070.67420 3122.957 0 153.54029 0
## Kstardiffsno Lstarcanopy Lstarsnow Lstarsoil wind windsnow windzone
## 1: 0 0 0 0 0.520582 1 1
## 2: 0 0 0 0 0.520582 1 1
## 3: 0 0 0 0 0.520582 1 1
## 4: 0 0 0 0 0.520582 1 1
## 5: 0 0 0 0 0.520582 1 1
## ---
## 361: 0 0 0 0 0.520582 1 1
## 362: 0 0 0 0 0.520582 1 1
## 363: 0 0 0 0 0.520582 1 1
## 364: 0 0 0 0 0.520582 1 1
## 365: 0 0 0 0 0.520582 1 1
## ga gasnow trans_reduc_perc pch_field_cap overland_flow height
## 1: 4.717895 0 1 0 6087.35387 3.854442
## 2: 4.717895 0 1 0 5169.03822 3.854442
## 3: 4.717895 0 1 0 5358.90964 3.854442
## 4: 4.717895 0 1 0 4637.15228 3.854442
## 5: 4.717895 0 1 0 3879.61118 3.854442
## ---
## 361: 4.717895 0 1 0 476.12925 3.854442
## 362: 4.717895 0 1 0 77.81615 3.854442
## 363: 4.717895 0 1 0 50.12186 3.854442
## 364: 4.717895 0 1 0 23.36983 3.854442
## 365: 4.717895 0 1 0 20.48187 3.854442
## ustar snow_albedo Kstarsoil Kdowndirsurf Kdowndifsurf exfil_unsat
## 1: 0 0 1448.1801 330.11751 2004.070 0
## 2: 0 0 2082.1599 636.88215 2615.283 0
## 3: 0 0 2803.0604 1081.20049 3153.660 0
## 4: 0 0 1149.0324 216.03229 1665.370 0
## 5: 0 0 1108.8850 202.33659 1617.265 0
## ---
## 361: 0 0 709.1897 84.13646 1108.764 0
## 362: 0 0 4419.7064 2293.00600 4012.814 0
## 363: 0 0 3085.6158 1228.36222 3411.696 0
## 364: 0 0 2834.4058 1057.53901 3249.938 0
## 365: 0 0 2775.7705 1070.67420 3122.957 0
## snow_Rnet snow_QLE snow_QH snow_Qrain snow_Qmelt LEcanopy SED snow_age
## 1: 0 0 0 0 0 15.526592 0.001 0
## 2: 0 0 0 0 0 20.528534 0.001 0
## 3: 0 0 0 0 0 24.738641 0.001 0
## 4: 0 0 0 0 0 16.213557 0.001 0
## 5: 0 0 0 0 0 15.653009 0.001 0
## ---
## 361: 0 0 0 0 0 4.856831 0.001 0
## 362: 0 0 0 0 0 18.668327 0.001 0
## 363: 0 0 0 0 0 16.260798 0.001 0
## 364: 0 0 0 0 0 18.044687 0.001 0
## 365: 0 0 0 0 0 23.310046 0.001 0
## fire_et date wy yd
## 1: 0.000006 2017-11-01 2018 305
## 2: 0.000008 2017-11-02 2018 306
## 3: 0.000010 2017-11-03 2018 307
## 4: 0.000007 2017-11-04 2018 308
## 5: 0.000006 2017-11-05 2018 309
## ---
## 361: 0.000066 2018-10-27 2019 300
## 362: 0.000008 2018-10-28 2019 301
## 363: 0.000007 2018-10-29 2019 302
## 364: 0.000007 2018-10-30 2019 303
## 365: 0.000009 2018-10-31 2019 304{plot(cwws32valrss3_run1$bd$date, (cwws32valrss3_run1$bd$rz_storage/cwws32valrss3_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}
{plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")## [1] "((valmergesm200$root_zone.S*valmergesm200$potential_rz_store)/valmergesm200$root.depth)"plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")
plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")
plot(valmergesm3$Date, valmergesm3$Site3, type = "l")
{plot(cwws32valrss3_run3$pd$date, (cwws32valrss3_run3$pd$rz_storage/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
{plot(cwws32valrss3_run3$pd$date, ((cwws32valrss3_run3$pd$root_zone.S*cwws32valrss3_run3$pd$potential_rz_store)/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
## based on landscape position the previous two figures differ, the second figure does not count inundation as "0" VWC
#paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")
{plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.0,0.45))
lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
{plot(cwws32valrss3_run43$pd$date, (cwws32valrss3_run43$pd$rz_storage/cwws32valrss3_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.35))
lines(valmergesm43$Date,valmergesm43$Site3, col = 'BLUE', lty = 3)}
{plot(cwws32valrss3_run43$bd$date, (cwws32valrss3_run43$bd$rz_storage/cwws32valrss3_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}
RSS - merge all 3 sites
threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))
threesitevalidation<-threesitevalidation1
threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)
threesitevalidation## site1 site2 site3 allsites
## 1 0.154906304 -0.99857700 -1.42150585 -0.7550588
## 2 0.093937400 -0.50656131 -0.35830731 -0.2569771
## 3 0.296744311 -0.92120778 -0.44629466 -0.3569194
## 4 0.132789982 -0.51266308 -0.39249338 -0.2574555
## 5 -0.065723694 -0.45271800 NA NA
## 6 0.127310907 -0.60283525 -0.40448218 -0.2933355
## 7 -0.089370321 -0.18794799 NA NA
## 8 -0.051123095 -0.30288086 -0.46538615 -0.2731300
## 9 -0.150926993 -0.33534274 NA NA
## 10 0.134346502 -0.57979915 -0.38591835 -0.2771237
## 11 0.166940881 -1.07902306 -0.48430330 -0.4654618
## 12 -0.473671843 -0.35277041 -0.44908373 -0.4251753
## 13 0.212958973 -1.01466597 NA NA
## 14 0.143459626 -0.62395990 NA NA
## 15 0.191913359 -0.73856965 -0.39612038 -0.3142589
## 16 0.135175812 -0.58958636 NA NA
## 17 0.158309709 -0.70350531 -0.25169343 -0.2656297
## 18 0.129553825 -1.04499580 -0.34682238 -0.4207548
## 19 0.176382691 -1.13509936 -0.41649136 -0.4584027
## 20 0.141526568 -0.77321767 -1.36060024 -0.6640971
## 21 0.148853555 -1.14626418 -2.34117179 -1.1128608
## 22 0.007095191 -0.42527951 -0.05324693 -0.1571438
## 23 0.036268501 -0.36946360 NA NA
## 24 0.138695734 -0.48133948 -0.82761383 -0.3900859
## 25 -0.033447935 -0.34531672 -0.43146893 -0.2700779
## 26 0.163830629 -0.60224811 NA NA
## 27 0.009584133 -0.63381848 -0.40797847 -0.3440709
## 28 0.009759521 -0.48950575 NA NA
## 29 0.173876449 -0.94527398 -0.36341116 -0.3782696
## 30 0.013734314 -0.82866693 -1.24937585 -0.6881028
## 31 -0.118584104 -0.17375226 -0.49736996 -0.2632354
## 32 0.157852099 -1.07822165 -0.38505373 -0.4351411
## 33 -0.035589711 -1.03541377 -0.42660219 -0.4992019
## 34 -0.120408677 -0.43178132 NA NA
## 35 0.086280302 -1.01923633 -0.37745578 -0.4368039
## 36 0.144929853 -0.63516944 -0.19433781 -0.2281925
## 37 0.080586028 -0.89793994 -0.42406938 -0.4138078
## 38 0.070188285 -0.30208641 -0.41645281 -0.2161170
## 39 0.107392024 -0.54964038 -1.63702616 -0.6930915
## 40 0.082480808 -0.93913105 -0.43207966 -0.4295766
## 41 0.132203180 -0.59920651 -0.37202513 -0.2796762
## 42 0.186003207 -0.91964965 -0.43284712 -0.3888312
## 43 -0.276773927 -0.15800350 -2.77508207 -1.0699532
## 44 -0.007576334 -0.35292042 0.02187973 -0.1128723
## 45 0.105257429 -1.10816039 -0.28120175 -0.4280349
## 46 0.132837913 -0.86180344 0.03085794 -0.2327025
## 47 0.210348073 -0.98656889 NA NA
## 48 -0.033287482 -0.95997369 -0.02543784 -0.3395663
## 49 0.114416894 -0.93729680 -0.65515560 -0.4926785
## 50 0.188450280 -0.91304339 -0.12284557 -0.2824796
## 51 0.096457942 -0.40894604 NA NA
## 52 -0.041250900 -0.30438421 NA NA
## 53 0.156225977 -1.50192205 -0.71534458 -0.6870135
## 54 0.138939564 -0.83014615 -0.99285613 -0.5613542
## 55 0.063111482 -0.99579335 -0.58510642 -0.5059294
## 56 0.074795996 -0.59075910 -0.09833728 -0.2047668
## 57 0.187064159 -0.73333792 NA NA
## 58 0.155487234 -0.88374724 -0.42711224 -0.3851241
## 59 0.089626085 -1.12023794 NA NA
## 60 0.041981557 -0.37584372 NA NA
## 61 0.070780571 -0.38548056 -0.42682776 -0.2471759
## 62 0.166029142 -1.10467573 -0.43527262 -0.4579731
## 63 0.047098224 -0.37801064 -0.52480171 -0.2852380
## 64 -0.116361564 -0.95232407 -0.17609495 -0.4149269
## 65 0.128904114 -1.45623700 -0.42879305 -0.5853753
## 66 0.198975015 -1.12368924 NA NA
## 67 -0.004692044 -0.44856733 -2.70074392 -1.0513344
## 68 0.097174229 -1.28286581 -0.37048133 -0.5187243
## 69 0.025903181 -0.32166504 -0.35511181 -0.2169579
## 70 0.096406390 -1.24773110 -0.09728227 -0.4162023
## 71 0.027413889 -1.19212826 -0.25657315 -0.4737625
## 72 0.062486417 -0.85336729 -0.68201666 -0.4909658
## 73 -0.113094329 -0.95086036 0.02126905 -0.3475619
## 74 0.153028668 -1.26386770 NA NA
## 75 -0.030160077 -1.29417217 -0.43231926 -0.5855505
## 76 0.086751973 -1.02204243 -1.01230274 -0.6491977
## 77 0.118762367 -1.32032432 -0.48750848 -0.5630235
## 78 -0.002144641 -0.26441607 -0.43946038 -0.2353404
## 79 0.011300676 -0.75074126 -0.34807161 -0.3625041
## 80 0.026144345 -0.43649612 -0.30814926 -0.2395003
## 81 -0.042951788 -1.10233832 -0.59356694 -0.5796190
## 82 0.180157360 -0.95435200 -0.11008586 -0.2947602
## 83 0.026940643 -1.32736903 -0.20870545 -0.5030446
## 84 0.014807351 -1.09520659 -0.49537535 -0.5252582
## 85 0.200205072 -1.00738635 NA NA
## 86 -0.044379957 -0.86742355 NA NA
## 87 0.076306970 -0.88430460 -0.03093732 -0.2796450
## 88 -0.028927857 -0.92653122 NA NA
## 89 0.094860271 -1.36399465 -0.39608858 -0.5550743
## 90 0.190703399 -0.85227482 NA NA
## 91 -0.019601633 -0.94038666 NA NA
## 92 0.040276421 -0.36724675 -2.59771344 -0.9748946
## 93 0.052030594 -0.52782388 -2.30825281 -0.9280154
## 94 0.156780996 -1.20768489 -0.55272999 -0.5345446
## 95 0.072757833 -0.92761973 -0.42230444 -0.4257221
## 96 -0.173968720 -0.83917358 -0.05970736 -0.3576166
## 97 0.036830145 -1.09951712 -2.86973688 -1.3108080
## 98 0.066502197 -1.15853380 -0.11916159 -0.4037311
## 99 -0.057198895 -0.67304558 -0.44601734 -0.3920873
## 100 0.098002929 -1.43092755 NA NA
## 101 0.102061447 -1.19759866 -1.40375810 -0.8330984
## 102 -0.016794955 -0.20815339 -1.84695547 -0.6906346
## 103 0.157534942 -0.90290326 -0.27320256 -0.3395236
## 104 -0.120538372 -1.22779887 -0.42981993 -0.5927191
## 105 0.115311243 -0.55741593 -0.43752665 -0.2932104
## 106 0.156845991 -0.99978300 -0.41547006 -0.4194690
## 107 0.082417854 -0.93143651 -0.31627902 -0.3884326
## 108 -0.005623339 -0.71060742 -0.35477620 -0.3570023
## 109 0.134934288 -0.75182273 -0.78780982 -0.4682328
## 110 0.034404604 -1.36668792 -0.30094935 -0.5444109
## 111 -0.061846616 -0.29581169 -0.43215263 -0.2632703
## 112 0.059639340 -0.48383922 -0.36944121 -0.2645470
## 113 0.115878767 -1.16132167 -0.13058796 -0.3920103
## 114 0.100936146 -0.90056024 NA NA
## 115 -0.013520841 -1.10408873 -0.14345880 -0.4203561
## 116 -0.130605789 -1.11229614 -0.24813836 -0.4970134
## 117 -0.012699474 -0.77302802 -0.43570281 -0.4071434
## 118 0.058248229 -0.67661679 NA NA
## 119 0.074318303 -1.20302208 -0.43641435 -0.5217060
## 120 -0.079691623 -0.21601392 -2.09062894 -0.7954448
## 121 0.053432677 -0.70375591 -0.42178477 -0.3573693
## 122 0.001026009 -0.91194390 -0.07612490 -0.3290143
## 123 0.143946127 -1.00839355 -0.34601966 -0.4034890
## 124 0.121722703 -0.52602723 NA NA
## 125 -0.123701854 -0.30674268 -0.44410444 -0.2915163
## 126 0.050456768 -1.05695571 -0.21306463 -0.4065212
## 127 0.133910230 -1.02569059 -1.27202792 -0.7212694
## 128 0.143333891 -0.68804970 -1.58369722 -0.7094710
## 129 -0.053406328 -0.35393104 -0.45356094 -0.2869661
## 130 -0.019047070 -0.25410381 -0.42815709 -0.2337693
## 131 0.057211207 -1.41600987 -0.12916163 -0.4959868
## 132 -0.079830357 -0.23772191 NA NA
## 133 -0.142299877 -1.20721758 -0.13225132 -0.4939229
## 134 0.059567585 -1.44812737 -0.01610577 -0.4682219
## 135 0.004630026 -0.97824711 0.03228877 -0.3137761
## 136 -0.175429399 -0.58100368 -0.42474082 -0.3937246
## 137 0.055470815 -0.97213643 -0.51520212 -0.4772892
## 138 -0.242493611 -0.88946564 NA NA
## 139 -0.003790880 -1.12066795 NA NA
## 140 -0.012409565 -0.27402453 NA NA
## 141 0.045071868 -1.33988466 -2.04868418 -1.1144990
## 142 0.007650339 -1.12823508 -1.37353745 -0.8313741
## 143 -0.025925269 -1.43196564 -0.38352128 -0.6138041
## 144 -0.247827181 -0.98728130 -0.41358033 -0.5495629
## 145 -0.304786755 -0.76834031 NA NA
## 146 0.130294949 -0.59815354 NA NA
## 147 0.154000222 -1.08340609 NA NA
## 148 -0.217234168 -1.46105744 -0.45161611 -0.7099692
## 149 -0.038882373 -0.32235601 NA NA
## 150 0.043388043 -1.48776141 -0.45001994 -0.6314644
## 151 -0.326455723 -1.15110221 -0.41534334 -0.6309671
## 152 -0.194972569 -1.11262375 NA NA
## 153 0.047899799 -1.09294953 NA NA
## 154 -0.138185330 -0.61816252 NA NA
## 155 -0.022950737 -0.23795790 NA NA
## 156 -0.055350182 -0.81259621 NA NA
## 157 NA -1.18539416 -0.42644227 NA
## 158 -0.500424858 -0.06153256 NA NA
## 159 0.183709048 -0.57977481 -0.66032657 -0.3521308
## 160 0.025085763 -0.41274876 NA NA
## 161 0.040981832 -0.37730448 NA NA
## 162 0.129482923 -0.60730144 NA NA
## 163 0.070437257 -1.17396062 NA NA
## 164 -0.075857982 -0.55933870 NA NA
## 165 -0.040135787 -0.78807236 NA NA
## 166 -0.236707678 -0.25715647 -0.35971961 -0.2845279
## 167 NA -1.47935192 NA NA
## 168 -0.066945438 -0.41498423 NA NA
## 169 -0.256516904 -0.02971003 NA NA
## 170 -0.198364915 -1.01379586 NA NA
## 171 -0.194585925 -0.47888124 NA NA
## 172 -0.275695509 -1.00173703 NA NA
## 173 -0.383256880 -1.25400994 NA NA
## 174 -0.360842575 -1.35958850 NA NA
## 175 NA -1.23585753 NA NA
## 176 NA -1.15630324 -0.55319051 NA
## 177 -0.380195996 -0.93354245 NA NA
## 178 -0.294988234 -0.86894706 NA NA
## 179 -0.378953383 -1.29651208 NA NA
## 180 -0.035989665 -0.88392016 NA NA
## 181 -0.099605534 -0.54560947 NA NA
## 182 -0.350339886 -0.81366328 NA NA
## 183 -0.394304757 -1.21315413 NA NA
## 184 NA -1.05355647 NA NA
## 185 -0.392146255 -1.11957337 NA NA
## 186 NA -1.40751690 NA NA
## 187 NA -1.43438161 NA NA
## 188 NA -1.39024765 NA NA
## 189 NA -1.53931283 NA NA
## 190 0.150253204 -0.32613961 NA NA
## 191 NA -1.16217919 NA NA
## 192 NA -1.22339446 NA NA
## 193 NA -1.09399187 NA NA
## 194 NA -1.52612869 NA NA
## 195 -0.355552835 -1.28987337 NA NA
## 196 0.006163483 -0.25990920 NA NA
## 197 0.012368844 -0.36734502 -4.39793728 -1.5843045
## 198 -0.171406929 -1.17481130 NA NA
## 199 -0.236604528 -0.94331166 NA NA
## 200 0.180444386 -0.97142201 NA NAboxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")
boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")
plot(validationsmKGElistsite1,validationsmKGElistsite3)
write.csv(threesitevalidation,'threesitevalidationrss.csv')STATIC
run model n times for patch 1 - only for validation time series
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32static",
flowtable = "CWWS32static1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valstatic1",
commandline_options = c("-b -p 1 110 136557 136557"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")run static
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_std_pars(m = topstatic[i,]$m,
k = topstatic[i,]$k,
soil_dep= topstatic[i,]$soil_dep,
m_v = topstatic[i,]$m_v,
k_v = topstatic[i,]$k_v,
gw1 = topstatic[i,]$gw1,
gw2 = topstatic[i,]$gw2,
pa = topstatic[i,]$pa,
po = topstatic[i,]$po,
vgseng1 = topstatic[i,]$vgseng1,
vgseng2 = topstatic[i,]$vgseng2,
vgseng3 = topstatic[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
std_pars = stdpars,
runID = i)
} ## [[1]]
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## NULL end_time = Sys.time()
end_time - start_time## Time difference of 1.120672 hoursread 20 runs, create table and append to table for patch 1
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valstatic1_run",i), readin_rhessys_output(paste0("out/cwws32valstatic1_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"plot(cwws32valstatic1_run1$pd$date,cwws32valstatic1_run1$pd$rz_storage/cwws32valstatic1_run1$pd$root.depth)
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic1_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 110 136557 136557 -9999 0 0.252185
## 2 1 110 136557 136557 -9999 0 0.760185
## 3 1 110 136557 136557 -9999 0 0.000000
## 4 1 110 136557 136557 -9999 0 32.764185
## 5 1 110 136557 136557 -9999 0 0.000000
## 6 1 110 136557 136557 -9999 0 6.094185
## 7 1 110 136557 136557 -9999 0 23.112185
## 8 1 110 136557 136557 -9999 0 0.000000
## 9 1 110 136557 136557 -9999 0 0.000000
## 10 1 110 136557 136557 -9999 0 0.000000
## 11 1 110 136557 136557 -9999 0 0.000000
## 12 1 110 136557 136557 -9999 0 0.000000
## 13 1 110 136557 136557 -9999 0 0.000000
## 14 1 110 136557 136557 -9999 0 0.000000
## 15 1 110 136557 136557 -9999 0 0.430776
## 16 1 110 136557 136557 -9999 0 0.000000
## 17 1 110 136557 136557 -9999 0 0.000000
## 18 1 110 136557 136557 -9999 0 0.000000
## 19 1 110 136557 136557 -9999 0 0.056967
## 20 1 110 136557 136557 -9999 0 0.000000
## 21 1 110 136557 136557 -9999 0 0.000000
## 22 1 110 136557 136557 -9999 0 0.000000
## 23 1 110 136557 136557 -9999 0 1.268185
## 24 1 110 136557 136557 -9999 0 0.000000
## 25 1 110 136557 136557 -9999 0 2.538185
## 26 1 110 136557 136557 -9999 0 84.327230
## 27 1 110 136557 136557 -9999 0 35.304185
## 28 1 110 136557 136557 -9999 0 0.598524
## 29 1 110 136557 136557 -9999 0 0.075741
## 30 1 110 136557 136557 -9999 0 0.000000
## 31 1 110 136557 136557 -9999 0 1.014185
## 32 1 110 136557 136557 -9999 0 0.250370
## 33 1 110 136557 136557 -9999 0 0.000000
## 34 1 110 136557 136557 -9999 0 0.000000
## 35 1 110 136557 136557 -9999 0 0.000000
## 36 1 110 136557 136557 -9999 0 0.000000
## 37 1 110 136557 136557 -9999 0 27.430185
## 38 1 110 136557 136557 -9999 0 0.506185
## 39 1 110 136557 136557 -9999 0 0.000000
## 40 1 110 136557 136557 -9999 0 0.000000
## 41 1 110 136557 136557 -9999 0 0.000000
## 42 1 110 136557 136557 -9999 0 14.984185
## 43 1 110 136557 136557 -9999 0 27.684185
## 44 1 110 136557 136557 -9999 0 0.000000
## 45 1 110 136557 136557 -9999 0 0.000000
## 46 1 110 136557 136557 -9999 0 0.000000
## 47 1 110 136557 136557 -9999 0 3.300185
## 48 1 110 136557 136557 -9999 0 0.000000
## 49 1 110 136557 136557 -9999 0 0.000000
## 50 1 110 136557 136557 -9999 0 36.824555
## 51 1 110 136557 136557 -9999 0 0.000000
## 52 1 110 136557 136557 -9999 0 2.030185
## 53 1 110 136557 136557 -9999 0 49.274185
## 54 1 110 136557 136557 -9999 0 0.000000
## 55 1 110 136557 136557 -9999 0 0.000000
## 56 1 110 136557 136557 -9999 0 83.056185
## 57 1 110 136557 136557 -9999 0 107.948185
## 58 1 110 136557 136557 -9999 0 11.936573
## 59 1 110 136557 136557 -9999 0 3.300185
## 60 1 110 136557 136557 -9999 0 0.000000
## 61 1 110 136557 136557 -9999 0 8.380185
## 62 1 110 136557 136557 -9999 0 0.000000
## 63 1 110 136557 136557 -9999 0 13.460185
## 64 1 110 136557 136557 -9999 0 2.792185
## 65 1 110 136557 136557 -9999 0 1.776185
## 66 1 110 136557 136557 -9999 0 2.792185
## 67 1 110 136557 136557 -9999 0 38.606185
## 68 1 110 136557 136557 -9999 0 0.000000
## 69 1 110 136557 136557 -9999 0 0.000000
## 70 1 110 136557 136557 -9999 0 0.252185
## 71 1 110 136557 136557 -9999 0 10.412185
## 72 1 110 136557 136557 -9999 0 4.062185
## 73 1 110 136557 136557 -9999 0 0.000000
## 74 1 110 136557 136557 -9999 0 32.002185
## 75 1 110 136557 136557 -9999 0 34.034185
## 76 1 110 136557 136557 -9999 0 0.000000
## 77 1 110 136557 136557 -9999 0 0.000000
## 78 1 110 136557 136557 -9999 0 0.000000
## 79 1 110 136557 136557 -9999 0 0.000000
## 80 1 110 136557 136557 -9999 0 19.302185
## 81 1 110 136557 136557 -9999 0 1.266370
## 82 1 110 136557 136557 -9999 0 0.000000
## 83 1 110 136557 136557 -9999 0 0.000000
## 84 1 110 136557 136557 -9999 0 0.000000
## 85 1 110 136557 136557 -9999 0 3.046185
## 86 1 110 136557 136557 -9999 0 11.678555
## 87 1 110 136557 136557 -9999 0 0.000000
## 88 1 110 136557 136557 -9999 0 0.000000
## 89 1 110 136557 136557 -9999 0 0.000000
## 90 1 110 136557 136557 -9999 0 0.000000
## 91 1 110 136557 136557 -9999 0 8.634185
## 92 1 110 136557 136557 -9999 0 0.000000
## 93 1 110 136557 136557 -9999 0 17.016185
## 94 1 110 136557 136557 -9999 0 8.888185
## 95 1 110 136557 136557 -9999 0 0.504370
## 96 1 110 136557 136557 -9999 0 0.000000
## 97 1 110 136557 136557 -9999 0 0.000000
## 98 1 110 136557 136557 -9999 0 14.476185
## 99 1 110 136557 136557 -9999 0 6.602185
## 100 1 110 136557 136557 -9999 0 0.000000
## 101 1 110 136557 136557 -9999 0 0.000000
## 102 1 110 136557 136557 -9999 0 0.000000
## 103 1 110 136557 136557 -9999 0 25.144185
## 104 1 110 136557 136557 -9999 0 0.000000
## 105 1 110 136557 136557 -9999 0 0.000000
## 106 1 110 136557 136557 -9999 0 0.000000
## 107 1 110 136557 136557 -9999 0 0.000000
## 108 1 110 136557 136557 -9999 0 0.000000
## 109 1 110 136557 136557 -9999 0 5.840185
## 110 1 110 136557 136557 -9999 0 0.000000
## 111 1 110 136557 136557 -9999 0 6.856185
## 112 1 110 136557 136557 -9999 0 19.556185
## 113 1 110 136557 136557 -9999 0 0.000000
## 114 1 110 136557 136557 -9999 0 2.792185
## 115 1 110 136557 136557 -9999 0 0.000000
## 116 1 110 136557 136557 -9999 0 0.000000
## 117 1 110 136557 136557 -9999 0 0.000000
## 118 1 110 136557 136557 -9999 0 0.000000
## 119 1 110 136557 136557 -9999 0 0.000000
## 120 1 110 136557 136557 -9999 0 64.768185
## 121 1 110 136557 136557 -9999 0 0.000000
## 122 1 110 136557 136557 -9999 0 0.000000
## 123 1 110 136557 136557 -9999 0 0.000000
## 124 1 110 136557 136557 -9999 0 0.000000
## 125 1 110 136557 136557 -9999 0 0.000000
## 126 1 110 136557 136557 -9999 0 0.000000
## 127 1 110 136557 136557 -9999 0 5.332185
## 128 1 110 136557 136557 -9999 0 113.282185
## 129 1 110 136557 136557 -9999 0 23.620185
## 130 1 110 136557 136557 -9999 0 0.000000
## 131 1 110 136557 136557 -9999 0 16.762185
## 132 1 110 136557 136557 -9999 0 0.000000
## 133 1 110 136557 136557 -9999 0 0.000000
## 134 1 110 136557 136557 -9999 0 0.000000
## 135 1 110 136557 136557 -9999 0 0.000000
## 136 1 110 136557 136557 -9999 0 0.000000
## 137 1 110 136557 136557 -9999 0 0.000000
## 138 1 110 136557 136557 -9999 0 0.000000
## 139 1 110 136557 136557 -9999 0 0.000000
## 140 1 110 136557 136557 -9999 0 0.000000
## 141 1 110 136557 136557 -9999 0 2.434101
## 142 1 110 136557 136557 -9999 0 18.131821
## 143 1 110 136557 136557 -9999 0 4.620931
## 144 1 110 136557 136557 -9999 0 0.001372
## 145 1 110 136557 136557 -9999 0 0.209274
## 146 1 110 136557 136557 -9999 0 0.000000
## 147 1 110 136557 136557 -9999 0 0.000000
## 148 1 110 136557 136557 -9999 0 0.000000
## 149 1 110 136557 136557 -9999 0 0.000000
## 150 1 110 136557 136557 -9999 0 10.416899
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 5075.167 2288.900 52.00217 116.9617
## 2 0 5078.044 2290.198 51.08213 116.9617
## 3 0 5080.966 2291.516 49.47622 116.9617
## 4 0 5083.023 2292.443 46.10364 116.9617
## 5 0 5084.336 2293.035 45.47833 116.9617
## 6 0 5085.803 2293.697 49.17824 116.9617
## 7 0 5087.067 2294.267 56.61690 116.9617
## 8 0 5088.043 2294.708 53.29851 116.9617
## 9 0 5089.064 2295.168 51.39826 116.9617
## 10 0 5090.183 2295.673 49.89816 116.9617
## 11 0 5091.425 2296.233 48.72299 116.9617
## 12 0 5092.803 2296.854 47.73207 116.9617
## 13 0 5094.324 2297.540 46.81588 116.9617
## 14 0 5095.988 2298.290 45.98869 116.9617
## 15 0 5097.792 2299.104 45.84848 116.9617
## 16 0 5099.732 2299.979 45.45165 116.9617
## 17 0 5101.806 2300.914 45.08525 116.9617
## 18 0 5104.008 2301.907 44.74979 116.9617
## 19 0 5106.333 2302.956 44.48415 116.9617
## 20 0 5108.778 2304.059 43.90908 116.9617
## 21 0 5111.339 2305.214 43.38865 116.9617
## 22 0 5114.012 2306.420 42.85156 116.9617
## 23 0 5116.793 2307.674 43.51526 116.9617
## 24 0 5119.677 2308.974 43.07071 116.9617
## 25 0 5122.655 2310.318 44.60660 116.9617
## 26 0 5123.115 2310.525 40.17350 116.9617
## 27 0 5120.898 2309.525 56.53569 116.9617
## 28 0 5118.381 2308.390 53.84900 116.9617
## 29 0 5116.002 2307.317 51.96215 116.9617
## 30 0 5113.841 2306.342 50.33439 116.9617
## 31 0 5111.928 2305.480 49.94466 116.9617
## 32 0 5110.269 2304.731 49.17272 116.9617
## 33 0 5108.868 2304.099 47.95938 116.9617
## 34 0 5107.730 2303.586 47.01020 116.9617
## 35 0 5106.854 2303.191 46.07279 116.9617
## 36 0 5106.237 2302.913 45.31509 116.9617
## 37 0 5105.497 2302.579 56.81531 116.9617
## 38 0 5104.488 2302.124 53.94647 116.9617
## 39 0 5103.563 2301.707 51.66810 116.9617
## 40 0 5102.803 2301.364 50.01975 116.9617
## 41 0 5102.242 2301.111 48.82665 116.9617
## 42 0 5101.767 2300.897 56.12647 116.9617
## 43 0 5099.436 2299.846 40.17350 116.9617
## 44 0 5095.738 2298.178 39.83512 116.9617
## 45 0 5092.513 2296.723 39.58550 116.9617
## 46 0 5089.733 2295.470 39.17464 116.9617
## 47 0 5087.365 2294.402 41.44933 116.9617
## 48 0 5085.378 2293.505 40.99785 116.9617
## 49 0 5083.751 2292.772 40.49410 116.9617
## 50 0 5081.868 2291.923 55.73216 116.9617
## 51 0 5079.613 2290.905 52.79973 116.9617
## 52 0 5077.531 2289.966 52.36595 116.9617
## 53 0 5072.552 2287.721 40.17350 116.9617
## 54 0 5065.272 2284.438 39.80473 116.9617
## 55 0 5058.741 2281.492 39.42815 116.9617
## 56 0 5047.302 2276.333 40.17350 116.9617
## 57 0 5019.537 2263.811 40.17350 116.9617
## 58 0 4983.933 2247.754 48.38029 116.9617
## 59 0 4952.128 2233.410 49.85326 116.9617
## 60 0 4923.608 2220.547 48.65369 116.9617
## 61 0 4897.910 2208.958 53.06089 116.9617
## 62 0 4874.582 2198.436 51.05278 116.9617
## 63 0 4853.059 2188.729 56.49963 116.9617
## 64 0 4832.822 2179.603 54.88634 116.9617
## 65 0 4814.106 2171.162 53.55372 116.9617
## 66 0 4796.962 2163.430 53.29955 116.9617
## 67 0 4775.211 2153.620 40.17350 116.9617
## 68 0 4750.656 2142.546 39.85688 116.9617
## 69 0 4729.172 2132.856 39.51716 116.9617
## 70 0 4710.386 2124.384 39.66649 116.9617
## 71 0 4693.962 2116.977 46.89353 116.9617
## 72 0 4679.535 2110.470 49.10236 116.9617
## 73 0 4666.850 2104.749 47.98752 116.9617
## 74 0 4653.187 2098.588 50.74918 116.9617
## 75 0 4633.529 2089.721 40.17350 116.9617
## 76 0 4611.817 2079.930 39.80115 116.9617
## 77 0 4593.122 2071.498 39.28970 116.9617
## 78 0 4577.080 2064.263 38.72592 116.9617
## 79 0 4563.379 2058.084 38.27789 116.9617
## 80 0 4551.643 2052.791 51.34976 116.9617
## 81 0 4541.468 2048.202 50.90974 116.9617
## 82 0 4532.714 2044.254 49.61601 116.9617
## 83 0 4525.307 2040.913 48.27923 116.9617
## 84 0 4519.168 2038.145 47.32497 116.9617
## 85 0 4514.192 2035.900 48.77935 116.9617
## 86 0 4510.091 2034.051 54.82288 116.9617
## 87 0 4506.625 2032.488 52.21846 116.9617
## 88 0 4503.896 2031.257 50.51489 116.9617
## 89 0 4501.943 2030.376 48.90335 116.9617
## 90 0 4500.745 2029.836 47.63199 116.9617
## 91 0 4500.218 2029.598 52.46656 116.9617
## 92 0 4500.222 2029.600 50.41868 116.9617
## 93 0 4500.413 2029.686 57.01046 116.9617
## 94 0 4500.349 2029.657 56.93894 116.9617
## 95 0 4500.282 2029.627 54.00830 116.9617
## 96 0 4500.584 2029.763 51.68407 116.9617
## 97 0 4501.359 2030.113 49.93972 116.9617
## 98 0 4502.421 2030.592 56.40025 116.9617
## 99 0 4503.443 2031.053 56.29146 116.9617
## 100 0 4504.561 2031.557 53.14224 116.9617
## 101 0 4506.012 2032.212 51.10284 116.9617
## 102 0 4507.873 2033.051 49.44519 116.9617
## 103 0 4509.385 2033.733 55.60855 116.9617
## 104 0 4510.494 2034.233 52.60850 116.9617
## 105 0 4511.966 2034.897 50.56484 116.9617
## 106 0 4513.861 2035.751 48.93960 116.9617
## 107 0 4516.185 2036.800 47.61077 116.9617
## 108 0 4518.936 2038.040 46.57138 116.9617
## 109 0 4522.071 2039.454 49.94172 116.9617
## 110 0 4525.531 2041.014 48.40389 116.9617
## 111 0 4529.277 2042.704 52.01723 116.9617
## 112 0 4532.772 2044.280 56.63015 116.9617
## 113 0 4535.947 2045.712 53.23168 116.9617
## 114 0 4539.274 2047.212 53.07412 116.9617
## 115 0 4542.791 2048.799 50.96458 116.9617
## 116 0 4546.552 2050.495 49.30883 116.9617
## 117 0 4550.583 2052.313 47.89398 116.9617
## 118 0 4554.886 2054.254 46.76709 116.9617
## 119 0 4559.455 2056.314 45.90972 116.9617
## 120 0 4560.883 2056.958 40.17350 116.9617
## 121 0 4559.769 2056.456 39.98036 116.9617
## 122 0 4559.395 2056.287 39.19489 116.9617
## 123 0 4559.695 2056.422 38.39718 116.9617
## 124 0 4560.614 2056.837 37.81773 116.9617
## 125 0 4562.100 2057.507 37.07878 116.9617
## 126 0 4564.104 2058.411 36.56382 116.9617
## 127 0 4566.572 2059.524 40.32206 116.9617
## 128 0 4562.092 2057.503 40.17350 116.9617
## 129 0 4551.881 2052.898 55.05295 116.9617
## 130 0 4542.762 2048.786 52.37054 116.9617
## 131 0 4534.141 2044.898 57.05198 116.9617
## 132 0 4525.864 2041.165 53.35421 116.9617
## 133 0 4518.632 2037.903 51.03836 116.9617
## 134 0 4512.535 2035.153 49.32608 116.9617
## 135 0 4507.557 2032.908 47.78597 116.9617
## 136 0 4503.643 2031.143 46.42534 116.9617
## 137 0 4500.719 2029.824 45.30594 116.9617
## 138 0 4498.721 2028.923 44.23734 116.9617
## 139 0 4497.573 2028.405 43.19380 116.9617
## 140 0 4497.211 2028.242 42.39729 116.9617
## 141 0 4497.572 2028.405 43.89940 116.9617
## 142 0 4498.445 2028.799 54.83467 116.9617
## 143 0 4499.534 2029.290 54.91398 116.9617
## 144 0 4500.859 2029.887 52.60211 116.9617
## 145 0 4502.533 2030.642 51.18091 116.9617
## 146 0 4504.619 2031.583 47.98033 116.9617
## 147 0 4507.151 2032.725 45.13648 116.9617
## 148 0 4510.133 2034.070 42.38009 116.9617
## 149 0 4513.558 2035.615 39.79415 116.9617
## 150 0 4517.375 2037.336 46.98583 116.9617
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 40.1735 13.47442 1018.5558 1.933730 2.762334
## 2 40.1735 13.47442 1018.3146 1.468114 2.742129
## 3 40.1735 13.47442 1017.7420 1.109185 2.712082
## 4 40.1735 13.47442 1042.6363 26.961896 3.096287
## 5 40.1735 13.47442 1040.6416 0.404868 3.427117
## 6 40.1735 13.47442 1038.9765 0.661284 3.352860
## 7 40.1735 13.47442 1045.7862 9.224403 3.439863
## 8 40.1735 13.47442 1046.1775 2.933238 3.566302
## 9 40.1735 13.47442 1045.3817 1.724294 3.543682
## 10 40.1735 13.47442 1044.1108 1.201864 3.495525
## 11 40.1735 13.47442 1042.5959 0.899117 3.435615
## 12 40.1735 13.47442 1040.9537 0.707218 3.369898
## 13 40.1735 13.47442 1039.2419 0.570173 3.301306
## 14 40.1735 13.47442 1037.4952 0.466737 3.231413
## 15 40.1735 13.47442 1035.7680 0.418288 3.161778
## 16 40.1735 13.47442 1034.0809 0.391993 3.093863
## 17 40.1735 13.47442 1032.4248 0.358209 3.027445
## 18 40.1735 13.47442 1030.8030 0.329523 2.962544
## 19 40.1735 13.47442 1029.2198 0.306708 2.899270
## 20 40.1735 13.47442 1027.6665 0.276871 2.837557
## 21 40.1735 13.47442 1026.1370 0.242280 2.777079
## 22 40.1735 13.47442 1024.6349 0.212673 2.717901
## 23 40.1735 13.47442 1023.1934 0.218127 2.660510
## 24 40.1735 13.47442 1021.8084 0.221976 2.605498
## 25 40.1735 13.47442 1020.5133 0.261557 2.552766
## 26 40.1735 13.47442 1083.0519 65.230006 3.687085
## 27 40.1735 13.47442 1088.2390 9.090872 4.901137
## 28 40.1735 13.47442 1087.3123 3.118205 5.044402
## 29 40.1735 13.47442 1085.2654 1.941452 4.989708
## 30 40.1735 13.47442 1082.7075 1.337498 4.898484
## 31 40.1735 13.47442 1080.0084 1.088425 4.792233
## 32 40.1735 13.47442 1077.2834 0.952451 4.683516
## 33 40.1735 13.47442 1074.4814 0.762371 4.571685
## 34 40.1735 13.47442 1071.6311 0.598149 4.456614
## 35 40.1735 13.47442 1068.7809 0.481987 4.340960
## 36 40.1735 13.47442 1065.9596 0.395677 4.226296
## 37 40.1735 13.47442 1070.9293 8.243466 4.283772
## 38 40.1735 13.47442 1070.7652 3.233781 4.408602
## 39 40.1735 13.47442 1069.2965 1.893602 4.373924
## 40 40.1735 13.47442 1067.2595 1.252683 4.301869
## 41 40.1735 13.47442 1064.9797 0.921622 4.214096
## 42 40.1735 13.47442 1065.2865 3.470750 4.177023
## 43 40.1735 13.47442 1097.1928 35.912271 5.020928
## 44 40.1735 13.47442 1092.5592 0.000000 5.651476
## 45 40.1735 13.47442 1088.1314 0.000000 5.448470
## 46 40.1735 13.47442 1083.8975 0.000000 5.256801
## 47 40.1735 13.47442 1079.9173 0.072133 5.077416
## 48 40.1735 13.47442 1076.1638 0.131550 4.911673
## 49 40.1735 13.47442 1072.5533 0.116185 4.754591
## 50 40.1735 13.47442 1079.9850 11.278630 4.876665
## 51 40.1735 13.47442 1078.5174 2.552562 5.051643
## 52 40.1735 13.47442 1076.4357 1.864971 4.979686
## 53 40.1735 13.47442 1118.8876 47.717370 6.302757
## 54 40.1735 13.47442 1112.5652 0.000000 7.365627
## 55 40.1735 13.47442 1106.5637 0.000000 7.050404
## 56 40.1735 13.47442 1157.4254 59.102690 9.299573
## 57 40.1735 13.47442 1219.5797 76.788190 16.754658
## 58 40.1735 13.47442 1200.6784 0.399059 20.414216
## 59 40.1735 13.47442 1183.9124 0.906343 18.815485
## 60 40.1735 13.47442 1168.5315 0.887781 17.438549
## 61 40.1735 13.47442 1155.0665 1.602118 16.261588
## 62 40.1735 13.47442 1142.6196 1.619448 15.284027
## 63 40.1735 13.47442 1133.5298 4.224969 14.553986
## 64 40.1735 13.47442 1124.3615 3.626361 14.054515
## 65 40.1735 13.47442 1114.8103 2.613185 13.443287
## 66 40.1735 13.47442 1105.5691 2.267230 12.805594
## 67 40.1735 13.47442 1132.8757 40.959726 14.973217
## 68 40.1735 13.47442 1117.8779 0.000000 16.344496
## 69 40.1735 13.47442 1104.1945 0.000000 15.054056
## 70 40.1735 13.47442 1091.6702 0.000000 13.916035
## 71 40.1735 13.47442 1080.4363 0.279767 12.924240
## 72 40.1735 13.47442 1070.4942 0.719858 12.089121
## 73 40.1735 13.47442 1061.3337 0.758956 11.361465
## 74 40.1735 13.47442 1071.2056 20.278275 11.864435
## 75 40.1735 13.47442 1093.1399 35.113101 14.660145
## 76 40.1735 13.47442 1078.9555 0.000000 15.691882
## 77 40.1735 13.47442 1066.0644 0.000000 14.421540
## 78 40.1735 13.47442 1054.3108 0.000000 13.304336
## 79 40.1735 13.47442 1043.5626 0.000000 12.316227
## 80 40.1735 13.47442 1034.4727 0.811824 11.484634
## 81 40.1735 13.47442 1026.5903 1.353033 10.831600
## 82 40.1735 13.47442 1019.0693 1.106891 10.235109
## 83 40.1735 13.47442 1011.8514 0.829533 9.664169
## 84 40.1735 13.47442 1004.9956 0.642707 9.123143
## 85 40.1735 13.47442 998.7106 0.709317 8.625868
## 86 40.1735 13.47442 994.4726 2.376284 8.250937
## 87 40.1735 13.47442 990.3242 2.192712 7.982224
## 88 40.1735 13.47442 985.7068 1.400918 7.662633
## 89 40.1735 13.47442 981.0101 0.980069 7.324073
## 90 40.1735 13.47442 976.3851 0.713269 6.986285
## 91 40.1735 13.47442 972.7034 1.357878 6.688906
## 92 40.1735 13.47442 969.3255 1.421392 6.448327
## 93 40.1735 13.47442 970.2572 5.643791 6.360266
## 94 40.1735 13.47442 971.9102 6.479581 6.474470
## 95 40.1735 13.47442 970.3769 3.294274 6.475257
## 96 40.1735 13.47442 967.6244 1.908448 6.308587
## 97 40.1735 13.47442 964.4247 1.243583 6.089530
## 98 40.1735 13.47442 964.0584 3.943790 5.955109
## 99 40.1735 13.47442 964.6044 4.868727 5.965723
## 100 40.1735 13.47442 963.1255 2.796222 5.916694
## 101 40.1735 13.47442 960.6491 1.641796 5.757535
## 102 40.1735 13.47442 957.8311 1.107793 5.562378
## 103 40.1735 13.47442 965.6860 11.932203 5.712051
## 104 40.1735 13.47442 963.9017 2.468783 5.885679
## 105 40.1735 13.47442 961.2832 1.465538 5.714880
## 106 40.1735 13.47442 958.3862 0.989298 5.514602
## 107 40.1735 13.47442 955.4188 0.714477 5.306663
## 108 40.1735 13.47442 952.4863 0.546818 5.100484
## 109 40.1735 13.47442 950.0003 0.807727 4.910589
## 110 40.1735 13.47442 947.7387 0.871620 4.745458
## 111 40.1735 13.47442 946.0458 1.297224 4.597377
## 112 40.1735 13.47442 952.4420 9.486395 4.693017
## 113 40.1735 13.47442 952.1346 2.914096 4.819913
## 114 40.1735 13.47442 951.1320 2.138131 4.734745
## 115 40.1735 13.47442 949.6968 1.605660 4.630155
## 116 40.1735 13.47442 947.8560 1.075370 4.500465
## 117 40.1735 13.47442 945.8445 0.768306 4.359073
## 118 40.1735 13.47442 943.7811 0.577495 4.214596
## 119 40.1735 13.47442 941.7370 0.459869 4.071778
## 120 40.1735 13.47442 990.2216 52.399265 5.480441
## 121 40.1735 13.47442 985.1532 0.000000 6.635371
## 122 40.1735 13.47442 980.4170 0.000000 6.303679
## 123 40.1735 13.47442 975.9865 0.000000 5.997316
## 124 40.1735 13.47442 971.8385 0.000000 5.713758
## 125 40.1735 13.47442 967.9516 0.000000 5.450760
## 126 40.1735 13.47442 964.3064 0.000000 5.206370
## 127 40.1735 13.47442 960.9375 0.053575 4.980355
## 128 40.1735 13.47442 1036.1869 76.838605 8.134669
## 129 40.1735 13.47442 1029.1426 2.149864 10.770311
## 130 40.1735 13.47442 1022.6879 2.280236 10.322624
## 131 40.1735 13.47442 1021.5166 7.371005 10.140962
## 132 40.1735 13.47442 1016.1694 3.071440 10.028062
## 133 40.1735 13.47442 1009.8602 1.665030 9.592987
## 134 40.1735 13.47442 1003.4607 1.085910 9.111947
## 135 40.1735 13.47442 997.2206 0.760746 8.634293
## 136 40.1735 13.47442 991.2331 0.549007 8.175309
## 137 40.1735 13.47442 985.5458 0.412160 7.741604
## 138 40.1735 13.47442 980.1734 0.318308 7.335654
## 139 40.1735 13.47442 975.1094 0.246666 6.956993
## 140 40.1735 13.47442 970.3479 0.196313 6.604567
## 141 40.1735 13.47442 965.9361 0.220293 6.279138
## 142 40.1735 13.47442 963.6754 2.137131 6.043567
## 143 40.1735 13.47442 962.6326 3.252214 5.938992
## 144 40.1735 13.47442 960.7618 2.312851 5.825794
## 145 40.1735 13.47442 958.3150 1.572082 5.658696
## 146 40.1735 13.47442 955.4537 0.965656 5.464594
## 147 40.1735 13.47442 952.3328 0.494628 5.249603
## 148 40.1735 13.47442 949.1887 0.256983 5.031153
## 149 40.1735 13.47442 946.0822 0.085266 4.817223
## 150 40.1735 13.47442 943.3708 0.286032 4.618177
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.001815
## 2 0 0 0 0.000000 0 0.001815
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.001096
## 5 0 0 0 0.000000 0 0.000719
## 6 0 0 0 0.000000 0 0.001815
## 7 0 0 0 0.000000 0 0.001815
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.003630 0 0.003630
## 16 0 0 0 0.036170 0 0.036170
## 17 0 0 0 0.122100 0 0.122100
## 18 0 0 0 0.053743 0 0.053743
## 19 0 0 0 0.058614 0 0.058614
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.000000 0 0.001815
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.000770
## 26 0 0 0 0.000000 0 0.001815
## 27 0 0 0 0.000000 0 0.001815
## 28 0 0 0 0.003630 0 0.003630
## 29 0 0 0 0.084105 0 0.084105
## 30 0 0 0 0.000000 0 0.000000
## 31 0 0 0 0.000000 0 0.001815
## 32 0 0 0 0.003630 0 0.003630
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.001815
## 38 0 0 0 0.000000 0 0.001815
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.001815
## 43 0 0 0 0.000000 0 0.001520
## 44 0 0 0 0.000000 0 0.000294
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.001815
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.000000 0 0.000000
## 50 0 0 0 0.003630 0 0.005445
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.001815
## 53 0 0 0 0.000000 0 0.001815
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.000000
## 56 0 0 0 0.000000 0 0.001815
## 57 0 0 0 0.000000 0 0.001427
## 58 0 0 0 0.000000 0 0.001815
## 59 0 0 0 0.000000 0 0.001815
## 60 0 0 0 0.000000 0 0.000000
## 61 0 0 0 0.000000 0 0.001815
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.001815
## 64 0 0 0 0.000000 0 0.001815
## 65 0 0 0 0.000000 0 0.001815
## 66 0 0 0 0.000000 0 0.001815
## 67 0 0 0 0.000000 0 0.001815
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.000000
## 70 0 0 0 0.000000 0 0.001815
## 71 0 0 0 0.000000 0 0.001815
## 72 0 0 0 0.000000 0 0.001815
## 73 0 0 0 0.000000 0 0.000000
## 74 0 0 0 0.000000 0 0.001815
## 75 0 0 0 0.000000 0 0.001815
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.000000
## 80 0 0 0 0.000000 0 0.001815
## 81 0 0 0 0.003630 0 0.003630
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.000000
## 85 0 0 0 0.000000 0 0.001815
## 86 0 0 0 0.003630 0 0.005445
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.000000
## 91 0 0 0 0.000000 0 0.001815
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.001815
## 94 0 0 0 0.000000 0 0.001815
## 95 0 0 0 0.003630 0 0.003630
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.001815
## 99 0 0 0 0.000000 0 0.001815
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.001815
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.000000
## 109 0 0 0 0.000000 0 0.001815
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.001815
## 112 0 0 0 0.000000 0 0.001815
## 113 0 0 0 0.000000 0 0.000000
## 114 0 0 0 0.000000 0 0.001815
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.000000
## 120 0 0 0 0.000000 0 0.001815
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.001815
## 128 0 0 0 0.000000 0 0.001815
## 129 0 0 0 0.000000 0 0.001815
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.001815
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.000000
## 141 0 0 0 0.000000 0 0.105899
## 142 0 0 0 0.000000 0 0.156179
## 143 0 0 0 0.000000 0 0.205069
## 144 0 0 0 0.000000 0 0.252628
## 145 0 0 0 0.000000 0 0.298726
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.505101
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.975012
## 2 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.972912
## 3 0.045069 0.496720 0.000000 0.000000 0 0.000000 0.970598
## 4 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.969123
## 5 0.045069 0.220439 0.000000 0.000000 0 0.000000 0.968056
## 6 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.966996
## 7 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.966156
## 8 0.045069 0.385152 0.000000 0.000000 0 0.000000 0.965314
## 9 0.000000 0.175955 0.000000 0.000000 0 0.000000 0.964688
## 10 0.000000 0.298234 0.000000 0.000000 0 0.000000 0.963848
## 11 0.000000 0.276054 0.000000 0.000000 0 0.000000 0.962798
## 12 0.000000 0.283700 0.000000 0.000000 0 0.000000 0.961752
## 13 0.000000 0.346023 0.000000 0.000000 0 0.000000 0.960711
## 14 0.000000 0.360450 0.000000 0.000000 0 0.000000 0.959460
## 15 0.000000 0.000000 0.327594 0.430776 0 0.000000 0.958212
## 16 0.000000 0.004840 0.291424 0.000000 0 0.000000 0.956755
## 17 0.000000 0.008186 0.169325 0.000000 0 0.000000 0.955302
## 18 0.000000 0.005945 0.115581 0.000000 0 0.000000 0.953640
## 19 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.951982
## 20 0.045069 0.298199 0.000000 0.000000 0 0.000000 0.950117
## 21 0.000000 0.278150 0.000000 0.000000 0 0.000000 0.948257
## 22 0.000000 0.324414 0.000000 0.000000 0 0.000000 0.946330
## 23 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.944338
## 24 0.045069 0.222576 0.000000 0.000000 0 0.000000 0.942280
## 25 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.940017
## 26 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.939574
## 27 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.941079
## 28 0.000000 0.000000 0.159846 0.598524 0 0.000000 0.942718
## 29 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.944299
## 30 0.045069 0.290262 0.000000 0.000000 0 0.000000 0.945895
## 31 0.000000 0.000000 0.000000 0.284897 0 0.000000 0.947153
## 32 0.000000 0.000000 0.000000 0.250370 0 0.000000 0.948284
## 33 0.045069 0.450973 0.000000 0.000000 0 0.000000 0.949286
## 34 0.000000 0.351026 0.000000 0.000000 0 0.000000 0.950087
## 35 0.000000 0.455429 0.000000 0.000000 0 0.000000 0.950687
## 36 0.000000 0.362020 0.000000 0.000000 0 0.000000 0.951085
## 37 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.951550
## 38 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.952293
## 39 0.045069 0.384765 0.000000 0.000000 0 0.000000 0.952897
## 40 0.000000 0.395668 0.000000 0.000000 0 0.000000 0.953509
## 41 0.000000 0.271479 0.000000 0.000000 0 0.000000 0.953916
## 42 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.954114
## 43 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.955742
## 44 0.045069 0.340396 0.000000 0.000000 0 0.000000 0.958396
## 45 0.000000 0.251639 0.000000 0.000000 0 0.000000 0.960651
## 46 0.000000 0.412876 0.000000 0.000000 0 0.000000 0.962717
## 47 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.964375
## 48 0.045069 0.319935 0.000000 0.000000 0 0.000000 0.965836
## 49 0.000000 0.387564 0.000000 0.000000 0 0.000000 0.967098
## 50 0.000000 0.000000 0.000000 20.583698 0 0.000000 0.968352
## 51 0.045069 0.379875 0.000000 0.000000 0 0.000000 0.970029
## 52 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.971718
## 53 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.975036
## 54 0.045069 0.370854 0.000000 0.000000 0 0.000000 0.980465
## 55 0.000000 0.378667 0.000000 0.000000 0 0.000000 0.985088
## 56 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.993255
## 57 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.012488
## 58 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.038299
## 59 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.062174
## 60 0.045069 0.311789 0.000000 0.000000 0 0.000000 1.084678
## 61 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.105553
## 62 0.045069 0.388662 0.000000 0.000000 0 0.000000 1.124964
## 63 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.143529
## 64 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.161493
## 65 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.178647
## 66 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.194583
## 67 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.214612
## 68 0.045069 0.319624 0.000000 0.000000 0 0.000000 1.237797
## 69 0.000000 0.342810 0.000000 0.000000 0 0.000000 1.258789
## 70 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.277786
## 71 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.294930
## 72 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.310586
## 73 0.045069 0.355893 0.000000 0.000000 0 0.000000 1.324566
## 74 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.339820
## 75 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.360727
## 76 0.045069 0.375940 0.000000 0.000000 0 0.000000 1.384447
## 77 0.000000 0.515145 0.000000 0.000000 0 0.000000 1.405689
## 78 0.000000 0.567550 0.000000 0.000000 0 0.000000 1.424380
## 79 0.000000 0.451886 0.000000 0.000000 0 0.000000 1.441009
## 80 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.455776
## 81 0.000000 0.000000 0.000000 1.266370 0 0.000000 1.469019
## 82 0.045069 0.186833 0.000000 0.000000 0 0.000000 1.480573
## 83 0.000000 0.507245 0.000000 0.000000 0 0.000000 1.490933
## 84 0.000000 0.311558 0.000000 0.000000 0 0.000000 1.499728
## 85 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.507257
## 86 0.000000 0.000000 0.000000 6.819622 0 0.000000 1.513818
## 87 0.045069 0.411712 0.000000 0.000000 0 0.000000 1.519499
## 88 0.000000 0.302654 0.000000 0.000000 0 0.000000 1.524519
## 89 0.000000 0.631469 0.000000 0.000000 0 0.000000 1.528191
## 90 0.000000 0.558094 0.000000 0.000000 0 0.000000 1.531412
## 91 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.533263
## 92 0.045069 0.626480 0.000000 0.000000 0 0.000000 1.534761
## 93 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.535778
## 94 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.537434
## 95 0.000000 0.000000 0.000000 0.504370 0 0.000000 1.538603
## 96 0.045069 0.415780 0.000000 0.000000 0 0.000000 1.539303
## 97 0.000000 0.500773 0.000000 0.000000 0 0.000000 1.539760
## 98 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.539401
## 99 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.539239
## 100 0.045069 0.352992 0.000000 0.000000 0 0.000000 1.539051
## 101 0.000000 0.397611 0.000000 0.000000 0 0.000000 1.538049
## 102 0.000000 0.549858 0.000000 0.000000 0 0.000000 1.536807
## 103 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.535645
## 104 0.045069 0.531269 0.000000 0.000000 0 0.000000 1.535353
## 105 0.000000 0.578121 0.000000 0.000000 0 0.000000 1.534256
## 106 0.000000 0.635938 0.000000 0.000000 0 0.000000 1.532587
## 107 0.000000 0.614356 0.000000 0.000000 0 0.000000 1.530570
## 108 0.000000 0.492572 0.000000 0.000000 0 0.000000 1.527869
## 109 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.524824
## 110 0.045069 0.666219 0.000000 0.000000 0 0.000000 1.521324
## 111 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.517371
## 112 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.513850
## 113 0.045069 0.484370 0.000000 0.000000 0 0.000000 1.510311
## 114 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.506881
## 115 0.045069 0.503883 0.000000 0.000000 0 0.000000 1.503115
## 116 0.000000 0.580376 0.000000 0.000000 0 0.000000 1.499238
## 117 0.000000 0.646548 0.000000 0.000000 0 0.000000 1.494810
## 118 0.000000 0.549397 0.000000 0.000000 0 0.000000 1.490058
## 119 0.000000 0.397498 0.000000 0.000000 0 0.000000 1.485093
## 120 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.483416
## 121 0.045069 0.197087 0.000000 0.000000 0 0.000000 1.484717
## 122 0.000000 0.789406 0.000000 0.000000 0 0.000000 1.485168
## 123 0.000000 0.801658 0.000000 0.000000 0 0.000000 1.484983
## 124 0.000000 0.583391 0.000000 0.000000 0 0.000000 1.484048
## 125 0.000000 0.742893 0.000000 0.000000 0 0.000000 1.482471
## 126 0.000000 0.518891 0.000000 0.000000 0 0.000000 1.480249
## 127 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.477599
## 128 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.481984
## 129 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.493013
## 130 0.045069 0.402169 0.000000 0.000000 0 0.000000 1.503004
## 131 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.512555
## 132 0.045069 0.626331 0.000000 0.000000 0 0.000000 1.521871
## 133 0.000000 0.650820 0.000000 0.000000 0 0.000000 1.529976
## 134 0.000000 0.626374 0.000000 0.000000 0 0.000000 1.537189
## 135 0.000000 0.779364 0.000000 0.000000 0 0.000000 1.543031
## 136 0.000000 0.811622 0.000000 0.000000 0 0.000000 1.547819
## 137 0.000000 0.707240 0.000000 0.000000 0 0.000000 1.551076
## 138 0.000000 0.750286 0.000000 0.000000 0 0.000000 1.553818
## 139 0.000000 0.796880 0.000000 0.000000 0 0.000000 1.555341
## 140 0.000000 0.435255 0.000000 0.000000 0 0.164941 1.556092
## 141 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.555607
## 142 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.554682
## 143 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.553644
## 144 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.552151
## 145 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.550549
## 146 0.045069 0.679652 0.000000 0.000000 0 1.555271 1.547928
## 147 0.000000 0.706226 0.000000 0.000000 0 1.643000 1.545322
## 148 0.000000 0.725552 0.000000 0.000000 0 1.773855 1.541703
## 149 0.000000 0.708987 0.000000 0.000000 0 1.795895 1.537989
## 150 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.533829
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 3.988593 -0.004160 0.444609 259.3386 0.045069 1 100
## 2 3.979863 -0.005136 0.436742 259.3386 0.045069 1 100
## 3 3.970259 -0.005572 0.423012 259.3386 0.000000 0 100
## 4 3.964136 -0.005170 0.394177 259.3386 0.045069 1 100
## 5 3.959725 -0.004738 0.388831 259.3386 0.000000 0 100
## 6 3.955333 -0.004916 0.420465 259.3386 0.045069 1 100
## 7 3.950966 -0.005141 0.484064 259.3386 0.045069 1 100
## 8 3.947496 -0.004292 0.455692 259.3386 0.000000 0 100
## 9 3.944899 -0.003552 0.439445 259.3386 0.000000 0 100
## 10 3.941428 -0.003766 0.426620 259.3386 0.000000 0 100
## 11 3.937084 -0.003765 0.416572 259.3386 0.000000 0 100
## 12 3.932754 -0.003524 0.408100 259.3386 0.000000 0 100
## 13 3.928429 -0.003596 0.400267 259.3386 0.000000 0 100
## 14 3.923237 -0.003496 0.393194 259.3386 0.000000 0 100
## 15 3.917182 -0.002983 0.391996 259.3386 0.045069 1 100
## 16 3.911144 -0.002573 0.388603 259.3386 0.045069 1 100
## 17 3.904828 -0.002538 0.385470 259.3386 0.045069 1 100
## 18 3.897944 -0.002671 0.382602 259.3386 0.045069 1 100
## 19 3.890499 -0.002300 0.380331 259.3386 0.045069 1 100
## 20 3.883069 -0.002309 0.375414 259.3386 0.000000 0 100
## 21 3.875075 -0.002235 0.370965 259.3386 0.000000 0 100
## 22 3.866811 -0.002443 0.366373 259.3386 0.000000 0 100
## 23 3.858279 -0.003068 0.372047 259.3386 0.045069 1 100
## 24 3.849479 -0.003692 0.368246 259.3386 0.000000 0 100
## 25 3.840126 -0.003812 0.381378 259.3386 0.045069 1 100
## 26 3.838349 -0.004495 0.343476 259.3386 0.045069 1 100
## 27 3.844978 -0.003675 0.483369 259.3386 0.045069 1 100
## 28 3.852467 -0.002770 0.460399 259.3386 0.045069 1 100
## 29 3.859707 -0.002611 0.444266 259.3386 0.045069 1 100
## 30 3.866413 -0.002734 0.430349 259.3386 0.000000 0 100
## 31 3.872292 -0.003137 0.427017 259.3386 0.045069 1 100
## 32 3.877339 -0.002439 0.420417 259.3386 0.045069 1 100
## 33 3.881839 -0.002658 0.410043 259.3386 0.000000 0 100
## 34 3.885212 -0.003189 0.401928 259.3386 0.000000 0 100
## 35 3.887744 -0.003420 0.393913 259.3386 0.000000 0 100
## 36 3.889719 -0.004250 0.387435 259.3386 0.000000 0 100
## 37 3.891977 -0.004331 0.485760 259.3386 0.045069 1 100
## 38 3.895089 -0.003766 0.461232 259.3386 0.045069 1 100
## 39 3.897926 -0.003413 0.441752 259.3386 0.000000 0 100
## 40 3.900488 -0.003555 0.427659 259.3386 0.000000 0 100
## 41 3.902198 -0.003754 0.417458 259.3386 0.000000 0 100
## 42 3.903628 -0.003979 0.479871 259.3386 0.045069 1 100
## 43 3.910745 -0.004350 0.343476 259.3386 0.045069 1 100
## 44 3.921872 -0.003629 0.340583 259.3386 0.000000 0 100
## 45 3.932202 -0.003094 0.338448 259.3386 0.000000 0 100
## 46 3.940843 -0.003520 0.334936 259.3386 0.000000 0 100
## 47 3.948655 -0.003812 0.354384 259.3386 0.045069 1 100
## 48 3.954752 -0.003129 0.350524 259.3386 0.000000 0 100
## 49 3.960005 -0.003142 0.346217 259.3386 0.000000 0 100
## 50 3.966130 -0.003334 0.476499 259.3386 0.045069 1 100
## 51 3.973125 -0.003400 0.451427 259.3386 0.000000 0 100
## 52 3.979270 -0.003787 0.447719 259.3386 0.045069 1 100
## 53 3.994993 -0.004036 0.343476 259.3386 0.045069 1 100
## 54 4.017779 -0.003863 0.340323 259.3386 0.000000 0 100
## 55 4.038989 -0.004096 0.337103 259.3386 0.000000 0 100
## 56 4.075241 -0.004590 0.343476 259.3386 0.045069 1 100
## 57 4.162941 -0.005503 0.343476 259.3386 0.045069 1 100
## 58 4.281274 -0.005546 0.413642 259.3386 0.045069 1 100
## 59 4.390240 -0.004867 0.426236 259.3386 0.045069 1 100
## 60 4.490736 -0.005443 0.415980 259.3386 0.000000 0 100
## 61 4.583247 -0.006461 0.453660 259.3386 0.045069 1 100
## 62 4.670154 -0.005647 0.436491 259.3386 0.000000 0 100
## 63 4.751290 -0.005568 0.483061 259.3386 0.045069 1 100
## 64 4.829418 -0.005356 0.469268 259.3386 0.045069 1 100
## 65 4.902172 -0.005876 0.457874 259.3386 0.045069 1 100
## 66 4.971074 -0.006352 0.455701 259.3386 0.045069 1 100
## 67 5.058020 -0.006943 0.343476 259.3386 0.045069 1 100
## 68 5.158519 -0.007617 0.340769 259.3386 0.000000 0 100
## 69 5.249418 -0.007418 0.337864 259.3386 0.000000 0 100
## 70 5.329620 -0.007607 0.339141 259.3386 0.045069 1 100
## 71 5.401697 -0.006793 0.400931 259.3386 0.045069 1 100
## 72 5.465614 -0.006211 0.419816 259.3386 0.045069 1 100
## 73 5.523049 -0.005975 0.410284 259.3386 0.000000 0 100
## 74 5.584635 -0.005868 0.433896 259.3386 0.045069 1 100
## 75 5.673472 -0.005962 0.343476 259.3386 0.045069 1 100
## 76 5.773406 -0.005315 0.340292 259.3386 0.000000 0 100
## 77 5.861594 -0.005471 0.335919 259.3386 0.000000 0 100
## 78 5.939085 -0.005635 0.331099 259.3386 0.000000 0 100
## 79 6.006232 -0.005987 0.327269 259.3386 0.000000 0 100
## 80 6.064370 -0.005248 0.439031 259.3386 0.045069 1 100
## 81 6.115885 -0.004469 0.435268 259.3386 0.045069 1 100
## 82 6.160121 -0.003948 0.424207 259.3386 0.000000 0 100
## 83 6.197822 -0.004131 0.412778 259.3386 0.000000 0 100
## 84 6.229766 -0.004767 0.404619 259.3386 0.000000 0 100
## 85 6.257224 -0.004712 0.417054 259.3386 0.045069 1 100
## 86 6.278726 -0.004052 0.468725 259.3386 0.045069 1 100
## 87 6.297465 -0.003919 0.446458 259.3386 0.000000 0 100
## 88 6.312014 -0.003518 0.431893 259.3386 0.000000 0 100
## 89 6.324214 -0.004305 0.418114 259.3386 0.000000 0 100
## 90 6.329384 -0.005289 0.407244 259.3386 0.000000 0 100
## 91 6.334979 -0.005684 0.448579 259.3386 0.045069 1 100
## 92 6.335836 -0.005882 0.431070 259.3386 0.000000 0 100
## 93 6.334305 -0.005590 0.487428 259.3386 0.045069 1 100
## 94 6.335047 -0.005167 0.486817 259.3386 0.045069 1 100
## 95 6.335730 -0.003961 0.461761 259.3386 0.045069 1 100
## 96 6.336370 -0.004050 0.441889 259.3386 0.000000 0 100
## 97 6.332760 -0.004363 0.426975 259.3386 0.000000 0 100
## 98 6.328638 -0.004426 0.482211 259.3386 0.045069 1 100
## 99 6.322607 -0.004743 0.481281 259.3386 0.045069 1 100
## 100 6.318410 -0.004180 0.454356 259.3386 0.000000 0 100
## 101 6.310920 -0.004439 0.436919 259.3386 0.000000 0 100
## 102 6.301561 -0.005985 0.422747 259.3386 0.000000 0 100
## 103 6.294936 -0.006082 0.475442 259.3386 0.045069 1 100
## 104 6.288729 -0.005161 0.449793 259.3386 0.000000 0 100
## 105 6.282054 -0.005080 0.432320 259.3386 0.000000 0 100
## 106 6.273517 -0.006220 0.418424 259.3386 0.000000 0 100
## 107 6.260831 -0.007205 0.407063 259.3386 0.000000 0 100
## 108 6.247701 -0.007336 0.398176 259.3386 0.000000 0 100
## 109 6.232289 -0.005680 0.426992 259.3386 0.045069 1 100
## 110 6.215069 -0.005445 0.413844 259.3386 0.000000 0 100
## 111 6.196967 -0.005912 0.444737 259.3386 0.045069 1 100
## 112 6.180245 -0.005383 0.484177 259.3386 0.045069 1 100
## 113 6.163989 -0.004926 0.455121 259.3386 0.000000 0 100
## 114 6.147765 -0.004948 0.453774 259.3386 0.045069 1 100
## 115 6.130222 -0.005487 0.435737 259.3386 0.000000 0 100
## 116 6.111824 -0.005444 0.421581 259.3386 0.000000 0 100
## 117 6.092578 -0.006564 0.409484 259.3386 0.000000 0 100
## 118 6.071593 -0.006889 0.399850 259.3386 0.000000 0 100
## 119 6.049779 -0.007132 0.392519 259.3386 0.000000 0 100
## 120 6.042068 -0.005799 0.343476 259.3386 0.045069 1 100
## 121 6.046697 -0.004573 0.341824 259.3386 0.000000 0 100
## 122 6.048716 -0.005292 0.335109 259.3386 0.000000 0 100
## 123 6.046774 -0.007692 0.328288 259.3386 0.000000 0 100
## 124 6.042652 -0.005723 0.323334 259.3386 0.000000 0 100
## 125 6.035447 -0.005883 0.317016 259.3386 0.000000 0 100
## 126 6.025610 -0.006322 0.312614 259.3386 0.000000 0 100
## 127 6.013150 -0.005874 0.344746 259.3386 0.045069 1 100
## 128 6.032789 -0.005844 0.343476 259.3386 0.045069 1 100
## 129 6.081915 -0.006216 0.470692 259.3386 0.045069 1 100
## 130 6.125354 -0.006441 0.447758 259.3386 0.000000 0 100
## 131 6.166965 -0.006103 0.487783 259.3386 0.045069 1 100
## 132 6.207595 -0.006478 0.456168 259.3386 0.000000 0 100
## 133 6.242706 -0.007082 0.436368 259.3386 0.000000 0 100
## 134 6.272661 -0.006185 0.421728 259.3386 0.000000 0 100
## 135 6.298746 -0.007056 0.408561 259.3386 0.000000 0 100
## 136 6.319001 -0.008277 0.396928 259.3386 0.000000 0 100
## 137 6.331969 -0.008878 0.387357 259.3386 0.000000 0 100
## 138 6.343201 -0.009237 0.378221 259.3386 0.000000 0 100
## 139 6.348447 -0.009745 0.369299 259.3386 0.000000 0 100
## 140 6.350490 -0.405159 0.362489 259.3386 0.000000 0 100
## 141 6.350698 -0.053060 0.375331 259.3386 0.045069 1 100
## 142 6.346228 0.393440 0.468826 259.3386 0.045069 1 100
## 143 6.339907 0.711216 0.469504 259.3386 0.045069 1 100
## 144 6.333130 1.189878 0.449738 259.3386 0.045069 1 100
## 145 6.324509 1.612996 0.437587 259.3386 0.045069 1 100
## 146 6.315902 1.939892 0.410223 259.3386 0.000000 0 100
## 147 6.302660 2.162958 0.385908 259.3386 0.000000 0 100
## 148 6.287607 2.403628 0.362342 259.3386 0.000000 0 100
## 149 6.270293 2.611348 0.340232 259.3386 0.000000 0 100
## 150 6.252558 3.256598 0.401720 259.3386 0.045069 1 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.000000 0 0 0.254 0.000182 264.851782
## 2 0.000000 0.000000 0 0 0.762 0.000548 288.655914
## 3 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 4 0.000000 0.000000 0 0 32.766 0.023589 3.297994
## 5 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 6 0.000000 0.000000 0 0 6.096 0.004361 246.958319
## 7 0.000000 0.000000 0 0 23.114 0.016663 404.119581
## 8 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 9 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 10 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 11 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 12 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 13 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 14 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 15 0.000000 0.000000 0 0 0.762 0.000278 0.000000
## 16 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 17 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 18 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 19 0.000000 0.000000 0 0 0.000 0.000041 0.000000
## 20 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 21 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 22 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 23 0.000000 0.000000 0 0 1.270 0.000882 209.039623
## 24 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 25 0.000000 0.000000 0 0 2.540 0.001797 1.817516
## 26 0.000000 0.000000 0 0 84.328 0.060797 15.705640
## 27 0.000000 0.000000 0 0 35.306 0.025453 2029.864444
## 28 0.000000 0.000000 0 0 0.762 0.000432 0.000000
## 29 0.000000 0.000000 0 0 0.000 0.000055 0.000000
## 30 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 31 0.000000 0.000000 0 0 1.016 0.000699 0.000000
## 32 0.000000 0.000000 0 0 0.254 0.000181 0.000000
## 33 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 34 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 35 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 36 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 37 0.000000 0.000000 0 0 27.432 0.019744 8.424608
## 38 0.000000 0.000000 0 0 0.508 0.000365 1685.538667
## 39 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 40 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 41 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 42 0.000000 0.000000 0 0 14.986 0.010771 85.799184
## 43 0.000000 0.000000 0 0 27.686 0.019959 6.020436
## 44 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 45 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 46 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 47 0.000000 0.000000 0 0 3.302 0.002347 656.035288
## 48 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 49 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 50 0.000000 0.000000 0 0 36.830 0.026517 0.000000
## 51 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 52 0.000000 0.000000 0 0 2.032 0.001431 1009.964129
## 53 0.000000 0.000000 0 0 49.276 0.035525 581.828808
## 54 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 55 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 56 0.000000 0.000000 0 0 83.058 0.059848 341.594869
## 57 0.000000 0.000000 0 0 107.950 0.077827 4.115944
## 58 0.000000 0.000000 0 0 11.938 0.008606 78.695945
## 59 0.000000 0.000000 0 0 3.302 0.002379 195.195876
## 60 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 61 0.000000 0.000000 0 0 8.382 0.006009 642.740161
## 62 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 63 0.000000 0.000000 0 0 13.462 0.009672 532.222807
## 64 0.000000 0.000000 0 0 2.794 0.002013 2922.344060
## 65 0.000000 0.000000 0 0 1.778 0.001281 738.646162
## 66 0.000000 0.000000 0 0 2.794 0.002013 24.728722
## 67 0.000000 0.000000 0 0 38.608 0.027834 9.319634
## 68 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 69 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 70 0.000000 0.000000 0 0 0.254 0.000149 559.122543
## 71 0.000000 0.000000 0 0 10.414 0.007507 832.136678
## 72 0.000000 0.000000 0 0 4.064 0.002929 1072.193575
## 73 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 74 0.000000 0.000000 0 0 32.004 0.023040 339.001024
## 75 0.000000 0.000000 0 0 34.036 0.024537 690.408303
## 76 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 77 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 78 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 79 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 80 0.000000 0.000000 0 0 19.304 0.013884 245.828980
## 81 0.000000 0.000000 0 0 1.270 0.000913 0.000000
## 82 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 83 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 84 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 85 0.000000 0.000000 0 0 3.048 0.002164 343.793379
## 86 0.000000 0.000000 0 0 11.684 0.008420 0.000000
## 87 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 88 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 89 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 90 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 91 0.000000 0.000000 0 0 8.636 0.006192 4992.551863
## 92 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 93 0.000000 0.000000 0 0 17.018 0.012236 612.960561
## 94 0.000000 0.000000 0 0 8.890 0.006408 9206.166747
## 95 0.000000 0.000000 0 0 0.508 0.000364 0.000000
## 96 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 97 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 98 0.000000 0.000000 0 0 14.478 0.010404 670.482956
## 99 0.000000 0.000000 0 0 6.604 0.004760 4021.405846
## 100 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 101 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 102 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 103 0.000000 0.000000 0 0 25.146 0.018096 885.401237
## 104 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 105 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 106 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 107 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 108 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 109 0.000000 0.000000 0 0 5.842 0.004178 10166.515318
## 110 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 111 0.000000 0.000000 0 0 6.858 0.004911 2781.320706
## 112 0.000000 0.000000 0 0 19.558 0.014099 5060.166539
## 113 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 114 0.000000 0.000000 0 0 2.794 0.001981 1280.608021
## 115 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 116 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 117 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 118 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 119 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 120 0.000000 0.000000 0 0 64.770 0.046663 6973.024189
## 121 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 122 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 123 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 124 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 125 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 126 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 127 0.000000 0.000000 0 0 5.334 0.003812 149.125209
## 128 0.000000 0.000000 0 0 113.284 0.081672 129.301315
## 129 0.000000 0.000000 0 0 23.622 0.017029 404.785364
## 130 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 131 0.000000 0.000000 0 0 16.764 0.012052 2077.680652
## 132 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 133 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 134 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 135 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 136 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 137 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 138 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 139 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 140 0.207870 0.105194 0 0 0.000 0.000000 0.000000
## 141 0.000000 0.208169 0 0 2.540 0.001722 3137.459471
## 142 0.000000 0.308729 0 0 18.288 0.013072 5303.143158
## 143 0.000000 0.406509 0 0 4.826 0.003332 2922.388976
## 144 0.000000 0.501627 0 0 0.254 0.000001 4855.697761
## 145 0.000000 0.593823 0 0 0.508 0.000151 3660.625596
## 146 2.473914 0.682959 0 0 0.000 0.000000 0.000000
## 147 2.982202 0.768912 0 0 0.000 0.000000 0.000000
## 148 3.401545 0.851566 0 0 0.000 0.000000 0.000000
## 149 3.629475 0.930818 0 0 0.000 0.000000 0.000000
## 150 0.000000 1.006573 0 0 10.922 0.007478 1460.354602
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 1579.3868 46.929311 286.39732 0 264.851782 1579.3868
## 2 1628.7517 51.150149 295.49385 0 288.655914 1628.7517
## 3 745.0123 131.854018 426.20345 0 744.092497 2334.1861
## 4 189.0268 0.584408 34.04461 0 3.297994 189.0268
## 5 196.2096 5.795666 107.58185 0 32.706712 596.3074
## 6 1524.8865 43.761289 276.45801 0 246.958319 1524.8865
## 7 1867.4023 71.610439 339.39459 0 404.119581 1867.4023
## 8 736.6252 127.119034 420.88120 0 717.371537 2305.8372
## 9 261.1562 10.513804 143.64357 0 59.332607 795.4728
## 10 560.9010 59.352624 314.44130 0 334.944988 1731.9153
## 11 462.6077 37.149363 257.43498 0 209.645205 1420.8913
## 12 550.1492 56.525965 308.14151 0 318.993283 1697.6405
## 13 701.3693 109.210718 398.83062 0 616.309437 2187.9424
## 14 761.2418 141.632061 436.60147 0 799.272977 2389.4347
## 15 0.0000 13.233059 160.31159 0 74.678191 887.3893
## 16 0.0000 37.770779 260.62896 0 213.164395 1438.5510
## 17 0.0000 258.774778 523.71869 0 1460.429727 2843.7002
## 18 0.0000 33.698372 247.80682 0 190.181223 1368.3475
## 19 0.0000 54.731944 305.71267 0 308.886976 1684.7131
## 20 883.2757 251.923229 520.41691 0 1421.762099 2827.1132
## 21 836.4598 194.192371 485.73020 0 1095.950360 2649.1992
## 22 816.8396 176.640139 472.25643 0 996.892012 2578.8380
## 23 1454.0823 37.035824 263.36499 0 209.039623 1454.0823
## 24 231.0496 7.758044 126.80790 0 43.788376 702.6781
## 25 142.6013 0.322012 25.67730 0 1.817516 142.6013
## 26 424.1458 2.782589 76.45636 0 15.705640 424.1458
## 27 3095.9272 359.633745 573.52975 0 2029.864444 3095.9272
## 28 0.0000 24.130441 217.14321 0 136.198354 1200.5057
## 29 0.0000 130.419297 437.13703 0 736.119728 2396.0524
## 30 738.2104 116.216649 419.57651 0 655.956365 2302.0682
## 31 0.0000 94.335171 396.08048 0 532.506734 2177.3909
## 32 0.0000 162.868220 481.27332 0 919.364673 2633.6887
## 33 928.0416 649.444074 605.39179 0 3666.006407 3201.9853
## 34 754.6629 116.202484 428.25319 0 655.944167 2350.7113
## 35 948.7942 275.683729 558.56476 0 1556.189912 3035.0318
## 36 598.4494 62.053630 334.92698 0 350.282673 1845.6293
## 37 315.8333 1.492445 56.90459 0 8.424608 315.8333
## 38 3085.3250 298.598250 568.64442 0 1685.538667 3085.3250
## 39 970.6996 246.737224 564.89415 0 1393.053486 3079.1611
## 40 957.3925 232.124631 555.45331 0 1310.552259 3030.2435
## 41 523.1683 41.873801 290.68890 0 236.415258 1605.1381
## 42 1010.8058 15.196726 182.56842 0 85.799184 1010.8058
## 43 272.7043 1.066338 49.12259 0 6.020436 272.7043
## 44 836.7242 143.290522 476.44252 0 809.003840 2612.7380
## 45 725.6980 94.789971 408.76714 0 535.174619 2248.4412
## 46 1008.9238 301.351623 593.92279 0 1701.400878 3227.2244
## 47 2492.6338 116.177434 453.50601 0 656.035288 2492.6338
## 48 1000.8361 242.113780 579.57384 0 1367.177574 3163.4684
## 49 1094.3230 426.645914 657.50685 0 2409.200860 3553.0122
## 50 0.0000 31.787800 263.12082 0 179.500596 1454.6061
## 51 1021.8333 265.495275 594.42285 0 1499.209118 3240.4677
## 52 2892.9164 178.854771 528.20079 0 1009.964129 2892.9164
## 53 2383.0627 103.036192 433.22987 0 581.828808 2383.0627
## 54 913.5647 172.484739 521.90565 0 973.993579 2859.4378
## 55 976.3265 191.627488 558.08116 0 1082.249900 3057.1529
## 56 1979.9181 60.484151 358.80531 0 341.594869 1979.9181
## 57 235.6246 0.728786 42.43327 0 4.115944 235.6246
## 58 1018.3323 13.934218 183.83524 0 78.695945 1018.3323
## 59 1551.3977 34.562161 280.61796 0 195.195876 1551.3977
## 60 640.5428 59.651122 356.69182 0 336.890189 1968.3651
## 61 2550.0536 113.806139 463.60936 0 642.740161 2550.0536
## 62 886.3240 140.855765 501.89886 0 795.507674 2756.6120
## 63 2468.9582 94.219283 448.05679 0 532.222807 2468.9582
## 64 4039.2388 517.341909 747.44726 0 2922.344060 4039.2388
## 65 2799.6186 130.762363 509.01374 0 738.646162 2799.6186
## 66 600.2722 4.377720 108.19924 0 24.728722 600.2722
## 67 368.6174 1.649853 66.40215 0 9.319634 368.6174
## 68 674.3012 61.372536 374.95041 0 346.679175 2069.9707
## 69 769.6284 85.142248 430.03401 0 480.948748 2370.8127
## 70 2517.5004 98.981337 456.98157 0 559.122543 2517.5004
## 71 3165.3852 147.288744 575.27909 0 832.136678 3165.3852
## 72 3480.4771 189.778974 633.60860 0 1072.193575 3480.4771
## 73 1088.0526 174.887254 614.57510 0 988.059880 3377.8777
## 74 2176.8142 60.003406 394.03628 0 339.001024 2176.8142
## 75 2915.1452 122.202728 529.28612 0 690.408303 2915.1452
## 76 1241.4852 271.204381 710.73623 0 1532.222400 3891.7498
## 77 1458.8452 637.117403 877.37341 0 3599.519857 4739.9357
## 78 1458.9570 765.592260 894.46072 0 4325.363787 4807.5775
## 79 1422.2368 383.708173 822.12788 0 2168.139811 4489.6501
## 80 1927.2940 43.505768 348.44350 0 245.828980 1927.2940
## 81 0.0000 276.207591 742.83947 0 1560.708678 4071.1184
## 82 832.1350 82.155105 462.80702 0 464.216732 2554.8560
## 83 1462.6379 1160.241418 943.43085 0 6555.934401 5004.3836
## 84 1060.9712 151.235350 596.02565 0 854.554077 3280.9481
## 85 2241.1840 60.843092 405.57150 0 343.793379 2241.1840
## 86 0.0000 165.364501 617.15985 0 934.390726 3395.4871
## 87 1654.7212 749.458243 992.14808 0 4235.319823 5364.4135
## 88 1525.2319 425.676527 881.69809 0 2405.572627 4814.9203
## 89 1403.6741 1530.305388 952.32362 0 8648.023831 4988.1655
## 90 1656.6785 782.343728 997.28147 0 4421.161462 5386.4128
## 91 5426.0717 883.453742 1008.02933 0 4992.551863 5426.0717
## 92 1637.3460 987.447583 1012.15495 0 5580.239275 5428.3601
## 93 2969.3141 108.466034 538.23336 0 612.960561 2969.3141
## 94 4847.2786 1629.071202 930.49660 0 9206.166747 4847.2786
## 95 0.0000 84.025379 496.72740 0 474.891630 2744.0368
## 96 1750.7015 850.237852 1053.56687 0 4805.343840 5690.8827
## 97 1729.1537 1052.190569 1066.08110 0 5946.732968 5721.5755
## 98 3176.4448 118.632507 575.74179 0 670.482956 3176.4448
## 99 5580.3613 711.531075 1028.87592 0 4021.405846 5580.3613
## 100 1599.4337 437.269768 921.80744 0 2471.345613 5038.1612
## 101 1651.8948 507.362120 958.73029 0 2867.491058 5229.8505
## 102 1742.1510 745.400018 1036.34300 0 4212.825124 5615.3394
## 103 3656.1830 156.645191 663.23706 0 885.401237 3656.1830
## 104 1828.0714 1048.629235 1115.84054 0 5927.137743 6004.5133
## 105 1743.3201 1350.745958 1104.98590 0 7634.783655 5887.7409
## 106 1753.2161 1230.586033 1096.36046 0 6955.607071 5862.2652
## 107 1808.0174 975.030538 1096.36271 0 5511.137883 5910.0327
## 108 1716.2703 537.614331 995.51505 0 3038.742468 5431.3843
## 109 5268.4700 1798.659934 1008.60427 0 10166.515318 5268.4700
## 110 1409.4106 1889.771312 986.31540 0 10681.501614 5127.5901
## 111 5486.1968 492.033190 1003.41192 0 2781.320706 5486.1968
## 112 6119.3842 895.175403 1130.56203 0 5060.166539 6119.3842
## 113 1859.1450 1200.079323 1146.71698 0 6783.699836 6153.6727
## 114 4282.7313 226.547643 778.14185 0 1280.608021 4282.7313
## 115 1893.9208 954.281927 1137.72246 0 5394.278554 6148.4179
## 116 1798.3054 1390.024466 1135.20597 0 7857.404561 6055.1460
## 117 1806.3291 1368.834671 1137.16225 0 7737.624802 6069.8723
## 118 1891.9029 875.738933 1127.71149 0 4950.297821 6107.0811
## 119 1697.5473 395.639338 966.51171 0 2236.582854 5300.4126
## 120 6397.6525 1233.490040 1190.75182 0 6973.024189 6397.6525
## 121 1271.6993 168.623404 709.89739 0 953.242455 3914.7864
## 122 935.0382 2837.111437 822.53724 0 16038.432443 4066.7506
## 123 1554.9226 2045.650923 1071.78596 0 11564.238789 5592.3391
## 124 1840.8810 1527.639012 1169.82732 0 8635.873364 6229.1363
## 125 1322.1430 2370.737441 981.27613 0 13401.980547 5031.6584
## 126 1970.5188 960.821806 1177.49566 0 5431.607454 6372.4197
## 127 1752.9869 26.377942 316.29374 0 149.125209 1752.9869
## 128 1636.7422 22.871402 295.26459 0 129.301315 1636.7422
## 129 2795.0509 71.600269 505.23864 0 404.785364 2795.0509
## 130 1862.9160 456.145541 1062.01408 0 2578.775780 5822.0933
## 131 5429.7184 367.509565 988.62991 0 2077.680652 5429.7184
## 132 2132.8268 1461.337226 1317.68977 0 8261.532141 7068.1322
## 133 2138.4841 1436.908780 1318.11653 0 8123.428229 7074.7490
## 134 2082.7890 1633.522187 1309.15831 0 9234.963575 6990.8009
## 135 1847.7115 2278.567323 1248.10311 0 12882.088955 6544.5822
## 136 1887.1345 2124.791519 1253.07731 0 12012.703368 6598.5996
## 137 2141.1863 1504.903745 1324.83723 0 8508.111089 7103.6809
## 138 2079.4252 1704.548078 1312.62929 0 9636.818602 7001.5996
## 139 1997.5405 1904.155117 1289.47948 0 10765.315271 6838.7233
## 140 1521.7887 445.872384 1057.33104 0 2357.541877 4772.6837
## 141 4633.7107 633.565094 1172.22773 0 3137.459471 4633.7107
## 142 4582.1224 1141.671314 1311.41948 0 5303.143158 4582.1224
## 143 3929.1008 666.322376 1217.53094 0 2922.388976 3929.1008
## 144 3942.8401 1174.909233 1355.56269 0 4855.697761 3942.8401
## 145 3644.7937 1399.407038 1370.81567 0 3660.625596 3644.7937
## 146 1036.8112 1373.994892 1370.10697 0 3416.735550 3382.7173
## 147 957.8538 1450.512174 1371.52862 0 3435.167983 3145.5965
## 148 886.9099 1527.774398 1370.88986 0 3452.230627 2932.5782
## 149 843.6589 1424.914957 1371.28840 0 3078.098440 2774.4380
## 150 2449.0978 705.747664 1235.44183 0 1460.354602 2449.0978
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 40.099331 0.00000 0.0000 0 0
## 2 0 42.420481 0.00000 0.0000 0 0
## 3 0 84.047011 0.00000 0.0000 0 0
## 4 0 1.190196 0.00000 0.0000 0 0
## 5 0 11.672270 0.00000 0.0000 0 0
## 6 0 38.227923 0.00000 0.0000 0 0
## 7 0 53.009060 0.00000 0.0000 0 0
## 8 0 82.125934 0.00000 0.0000 0 0
## 9 0 18.753049 0.00000 0.0000 0 0
## 10 0 51.305286 0.00000 0.0000 0 0
## 11 0 38.774831 0.00000 0.0000 0 0
## 12 0 49.815292 0.00000 0.0000 0 0
## 13 0 74.649041 0.00000 0.0000 0 0
## 14 0 87.949015 0.00000 0.0000 0 0
## 15 0 11.056892 11.20173 133.1084 0 0
## 16 0 39.216542 42.84604 289.1487 0 0
## 17 0 129.999705 328.73372 640.0994 0 0
## 18 0 36.667342 46.37861 333.6925 0 0
## 19 0 48.919434 80.23723 437.6252 0 0
## 20 0 127.718752 0.00000 0.0000 0 0
## 21 0 107.744984 0.00000 0.0000 0 0
## 22 0 101.350491 0.00000 0.0000 0 0
## 23 0 34.623550 0.00000 0.0000 0 0
## 24 0 16.073837 0.00000 0.0000 0 0
## 25 0 0.997148 0.00000 0.0000 0 0
## 26 0 4.676505 0.00000 0.0000 0 0
## 27 0 157.625634 0.00000 0.0000 0 0
## 28 0 20.218369 20.42975 180.0759 0 0
## 29 0 83.980433 147.96006 481.6065 0 0
## 30 0 78.136710 0.00000 0.0000 0 0
## 31 0 64.592526 79.87601 326.6086 0 0
## 32 0 86.784454 137.90470 395.0533 0 0
## 33 0 242.744878 0.00000 0.0000 0 0
## 34 0 78.593366 0.00000 0.0000 0 0
## 35 0 136.186361 0.00000 0.0000 0 0
## 36 0 53.644804 0.00000 0.0000 0 0
## 37 0 2.157873 0.00000 0.0000 0 0
## 38 0 138.997175 0.00000 0.0000 0 0
## 39 0 127.029915 0.00000 0.0000 0 0
## 40 0 122.145880 0.00000 0.0000 0 0
## 41 0 42.968661 0.00000 0.0000 0 0
## 42 0 19.548093 0.00000 0.0000 0 0
## 43 0 1.902572 0.00000 0.0000 0 0
## 44 0 89.343964 0.00000 0.0000 0 0
## 45 0 69.874462 0.00000 0.0000 0 0
## 46 0 144.596371 0.00000 0.0000 0 0
## 47 0 75.017736 0.00000 0.0000 0 0
## 48 0 125.583870 0.00000 0.0000 0 0
## 49 0 181.319220 0.00000 0.0000 0 0
## 50 0 22.218558 26.92509 218.1909 0 0
## 51 0 133.192596 0.00000 0.0000 0 0
## 52 0 99.251712 0.00000 0.0000 0 0
## 53 0 69.441296 0.00000 0.0000 0 0
## 54 0 101.447463 0.00000 0.0000 0 0
## 55 0 108.946221 0.00000 0.0000 0 0
## 56 0 49.962129 0.00000 0.0000 0 0
## 57 0 1.317239 0.00000 0.0000 0 0
## 58 0 19.179493 0.00000 0.0000 0 0
## 59 0 34.922853 0.00000 0.0000 0 0
## 60 0 54.021398 0.00000 0.0000 0 0
## 61 0 74.756032 0.00000 0.0000 0 0
## 62 0 90.156506 0.00000 0.0000 0 0
## 63 0 67.221025 0.00000 0.0000 0 0
## 64 0 201.057897 0.00000 0.0000 0 0
## 65 0 82.643621 0.00000 0.0000 0 0
## 66 0 8.449948 0.00000 0.0000 0 0
## 67 0 3.214616 0.00000 0.0000 0 0
## 68 0 55.846829 0.00000 0.0000 0 0
## 69 0 67.570714 0.00000 0.0000 0 0
## 70 0 69.363730 0.00000 0.0000 0 0
## 71 0 92.542209 0.00000 0.0000 0 0
## 72 0 108.692134 0.00000 0.0000 0 0
## 73 0 107.682407 0.00000 0.0000 0 0
## 74 0 52.570435 0.00000 0.0000 0 0
## 75 0 81.716717 0.00000 0.0000 0 0
## 76 0 140.357972 0.00000 0.0000 0 0
## 77 0 242.658999 0.00000 0.0000 0 0
## 78 0 274.025666 0.00000 0.0000 0 0
## 79 0 175.281023 0.00000 0.0000 0 0
## 80 0 43.405858 0.00000 0.0000 0 0
## 81 0 132.483583 234.10630 610.6678 0 0
## 82 0 69.045958 0.00000 0.0000 0 0
## 83 0 360.491555 0.00000 0.0000 0 0
## 84 0 98.976793 0.00000 0.0000 0 0
## 85 0 53.524459 0.00000 0.0000 0 0
## 86 0 89.602296 140.15861 509.3231 0 0
## 87 0 269.369122 0.00000 0.0000 0 0
## 88 0 187.963217 0.00000 0.0000 0 0
## 89 0 432.041654 0.00000 0.0000 0 0
## 90 0 276.968570 0.00000 0.0000 0 0
## 91 0 295.301638 0.00000 0.0000 0 0
## 92 0 322.481668 0.00000 0.0000 0 0
## 93 0 77.862781 0.00000 0.0000 0 0
## 94 0 446.276589 0.00000 0.0000 0 0
## 95 0 61.712758 71.23374 411.6055 0 0
## 96 0 292.000167 0.00000 0.0000 0 0
## 97 0 335.230983 0.00000 0.0000 0 0
## 98 0 83.340822 0.00000 0.0000 0 0
## 99 0 256.034568 0.00000 0.0000 0 0
## 100 0 191.930744 0.00000 0.0000 0 0
## 101 0 210.515418 0.00000 0.0000 0 0
## 102 0 268.379229 0.00000 0.0000 0 0
## 103 0 99.934556 0.00000 0.0000 0 0
## 104 0 333.677696 0.00000 0.0000 0 0
## 105 0 393.289362 0.00000 0.0000 0 0
## 106 0 368.157835 0.00000 0.0000 0 0
## 107 0 316.724513 0.00000 0.0000 0 0
## 108 0 217.606364 0.00000 0.0000 0 0
## 109 0 468.349198 0.00000 0.0000 0 0
## 110 0 488.732948 0.00000 0.0000 0 0
## 111 0 202.176857 0.00000 0.0000 0 0
## 112 0 295.121180 0.00000 0.0000 0 0
## 113 0 361.139852 0.00000 0.0000 0 0
## 114 0 125.381981 0.00000 0.0000 0 0
## 115 0 311.995072 0.00000 0.0000 0 0
## 116 0 397.088616 0.00000 0.0000 0 0
## 117 0 393.152130 0.00000 0.0000 0 0
## 118 0 295.506848 0.00000 0.0000 0 0
## 119 0 181.860497 0.00000 0.0000 0 0
## 120 0 362.197911 0.00000 0.0000 0 0
## 121 0 110.255629 0.00000 0.0000 0 0
## 122 0 632.826175 0.00000 0.0000 0 0
## 123 0 508.897759 0.00000 0.0000 0 0
## 124 0 420.632947 0.00000 0.0000 0 0
## 125 0 561.104618 0.00000 0.0000 0 0
## 126 0 313.105173 0.00000 0.0000 0 0
## 127 0 35.190682 0.00000 0.0000 0 0
## 128 0 32.223808 0.00000 0.0000 0 0
## 129 0 64.423777 0.00000 0.0000 0 0
## 130 0 202.035462 0.00000 0.0000 0 0
## 131 0 172.895588 0.00000 0.0000 0 0
## 132 0 418.155287 0.00000 0.0000 0 0
## 133 0 413.632835 0.00000 0.0000 0 0
## 134 0 449.424975 0.00000 0.0000 0 0
## 135 0 557.794638 0.00000 0.0000 0 0
## 136 0 529.953802 0.00000 0.0000 0 0
## 137 0 423.406866 0.00000 0.0000 0 0
## 138 0 458.920201 0.00000 0.0000 0 0
## 139 0 493.224162 0.00000 0.0000 0 0
## 140 0 982.725045 0.00000 0.0000 0 0
## 141 0 2200.597564 0.00000 0.0000 0 0
## 142 0 3631.365509 0.00000 0.0000 0 0
## 143 0 3318.365249 0.00000 0.0000 0 0
## 144 0 4919.901268 0.00000 0.0000 0 0
## 145 0 7660.582321 0.00000 0.0000 0 0
## 146 0 4943.961052 0.00000 0.0000 0 0
## 147 0 5395.219891 0.00000 0.0000 0 0
## 148 0 5707.755983 0.00000 0.0000 0 0
## 149 0 5607.845957 0.00000 0.0000 0 0
## 150 0 5850.709437 0.00000 0.0000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.663069 1 1 4.431483 0 1
## 2 0 0.663069 1 1 4.431483 0 1
## 3 0 0.663069 1 1 4.431483 0 1
## 4 0 0.663069 1 1 4.431483 0 1
## 5 0 0.663069 1 1 4.431483 0 1
## 6 0 0.663069 1 1 4.431483 0 1
## 7 0 0.663069 1 1 4.431483 0 1
## 8 0 0.663069 1 1 4.431483 0 1
## 9 0 0.663069 1 1 4.431483 0 1
## 10 0 0.663069 1 1 4.431483 0 1
## 11 0 0.663069 1 1 4.431483 0 1
## 12 0 0.663069 1 1 4.431483 0 1
## 13 0 0.663069 1 1 4.431483 0 1
## 14 0 0.663069 1 1 4.431483 0 1
## 15 0 0.000000 1 1 0.100000 0 1
## 16 0 0.000000 1 1 0.100000 0 1
## 17 0 0.000000 1 1 0.100000 0 1
## 18 0 0.000000 1 1 0.100000 0 1
## 19 0 0.000000 1 1 0.100000 0 1
## 20 0 0.663069 1 1 4.431483 0 1
## 21 0 0.663069 1 1 4.431483 0 1
## 22 0 0.663069 1 1 4.431483 0 1
## 23 0 0.663069 1 1 4.431483 0 1
## 24 0 0.663069 1 1 4.431483 0 1
## 25 0 0.663069 1 1 4.431483 0 1
## 26 0 0.663069 1 1 4.431483 0 1
## 27 0 0.663069 1 1 4.431483 0 1
## 28 0 0.000000 1 1 0.100000 0 1
## 29 0 0.000000 1 1 0.100000 0 1
## 30 0 0.663069 1 1 4.431483 0 1
## 31 0 0.000000 1 1 0.100000 0 1
## 32 0 0.000000 1 1 0.100000 0 1
## 33 0 0.663069 1 1 4.431483 0 1
## 34 0 0.663069 1 1 4.431483 0 1
## 35 0 0.663069 1 1 4.431483 0 1
## 36 0 0.663069 1 1 4.431483 0 1
## 37 0 0.663069 1 1 4.431483 0 1
## 38 0 0.663069 1 1 4.431483 0 1
## 39 0 0.663069 1 1 4.431483 0 1
## 40 0 0.663069 1 1 4.431483 0 1
## 41 0 0.663069 1 1 4.431483 0 1
## 42 0 0.663069 1 1 4.431483 0 1
## 43 0 0.663069 1 1 4.431483 0 1
## 44 0 0.663069 1 1 4.431483 0 1
## 45 0 0.663069 1 1 4.431483 0 1
## 46 0 0.663069 1 1 4.431483 0 1
## 47 0 0.663069 1 1 4.431483 0 1
## 48 0 0.663069 1 1 4.431483 0 1
## 49 0 0.663069 1 1 4.431483 0 1
## 50 0 0.000000 1 1 0.100000 0 1
## 51 0 0.663069 1 1 4.431483 0 1
## 52 0 0.663069 1 1 4.431483 0 1
## 53 0 0.663069 1 1 4.431483 0 1
## 54 0 0.663069 1 1 4.431483 0 1
## 55 0 0.663069 1 1 4.431483 0 1
## 56 0 0.663069 1 1 4.431483 0 1
## 57 0 0.663069 1 1 4.431483 0 1
## 58 0 0.663069 1 1 4.431483 0 1
## 59 0 0.663069 1 1 4.431483 0 1
## 60 0 0.663069 1 1 4.431483 0 1
## 61 0 0.663069 1 1 4.431483 0 1
## 62 0 0.663069 1 1 4.431483 0 1
## 63 0 0.663069 1 1 4.431483 0 1
## 64 0 0.663069 1 1 4.431483 0 1
## 65 0 0.663069 1 1 4.431483 0 1
## 66 0 0.663069 1 1 4.431483 0 1
## 67 0 0.663069 1 1 4.431483 0 1
## 68 0 0.663069 1 1 4.431483 0 1
## 69 0 0.663069 1 1 4.431483 0 1
## 70 0 0.663069 1 1 4.431483 0 1
## 71 0 0.663069 1 1 4.431483 0 1
## 72 0 0.663069 1 1 4.431483 0 1
## 73 0 0.663069 1 1 4.431483 0 1
## 74 0 0.663069 1 1 4.431483 0 1
## 75 0 0.663069 1 1 4.431483 0 1
## 76 0 0.663069 1 1 4.431483 0 1
## 77 0 0.663069 1 1 4.431483 0 1
## 78 0 0.663069 1 1 4.431483 0 1
## 79 0 0.663069 1 1 4.431483 0 1
## 80 0 0.663069 1 1 4.431483 0 1
## 81 0 0.000000 1 1 0.100000 0 1
## 82 0 0.663069 1 1 4.431483 0 1
## 83 0 0.663069 1 1 4.431483 0 1
## 84 0 0.663069 1 1 4.431483 0 1
## 85 0 0.663069 1 1 4.431483 0 1
## 86 0 0.000000 1 1 0.100000 0 1
## 87 0 0.663069 1 1 4.431483 0 1
## 88 0 0.663069 1 1 4.431483 0 1
## 89 0 0.663069 1 1 4.431483 0 1
## 90 0 0.663069 1 1 4.431483 0 1
## 91 0 0.663069 1 1 4.431483 0 1
## 92 0 0.663069 1 1 4.431483 0 1
## 93 0 0.663069 1 1 4.431483 0 1
## 94 0 0.663069 1 1 4.431483 0 1
## 95 0 0.000000 1 1 0.100000 0 1
## 96 0 0.663069 1 1 4.431483 0 1
## 97 0 0.663069 1 1 4.431483 0 1
## 98 0 0.663069 1 1 4.431483 0 1
## 99 0 0.663069 1 1 4.431483 0 1
## 100 0 0.663069 1 1 4.431483 0 1
## 101 0 0.663069 1 1 4.431483 0 1
## 102 0 0.663069 1 1 4.431483 0 1
## 103 0 0.663069 1 1 4.431483 0 1
## 104 0 0.663069 1 1 4.431483 0 1
## 105 0 0.663069 1 1 4.431483 0 1
## 106 0 0.663069 1 1 4.431483 0 1
## 107 0 0.663069 1 1 4.431483 0 1
## 108 0 0.663069 1 1 4.431483 0 1
## 109 0 0.663069 1 1 4.431483 0 1
## 110 0 0.663069 1 1 4.431483 0 1
## 111 0 0.663069 1 1 4.431483 0 1
## 112 0 0.663069 1 1 4.431483 0 1
## 113 0 0.663069 1 1 4.431483 0 1
## 114 0 0.663069 1 1 4.431483 0 1
## 115 0 0.663069 1 1 4.431483 0 1
## 116 0 0.663069 1 1 4.431483 0 1
## 117 0 0.663069 1 1 4.431483 0 1
## 118 0 0.663069 1 1 4.431483 0 1
## 119 0 0.663069 1 1 4.431483 0 1
## 120 0 0.663069 1 1 4.431483 0 1
## 121 0 0.663069 1 1 4.431483 0 1
## 122 0 0.663069 1 1 4.431483 0 1
## 123 0 0.663069 1 1 4.431483 0 1
## 124 0 0.663069 1 1 4.431483 0 1
## 125 0 0.663069 1 1 4.431483 0 1
## 126 0 0.663069 1 1 4.431483 0 1
## 127 0 0.663069 1 1 4.431483 0 1
## 128 0 0.663069 1 1 4.431483 0 1
## 129 0 0.663069 1 1 4.431483 0 1
## 130 0 0.663069 1 1 4.431483 0 1
## 131 0 0.663069 1 1 4.431483 0 1
## 132 0 0.663069 1 1 4.431483 0 1
## 133 0 0.663069 1 1 4.431483 0 1
## 134 0 0.663069 1 1 4.431483 0 1
## 135 0 0.663069 1 1 4.431483 0 1
## 136 0 0.663069 1 1 4.431483 0 1
## 137 0 0.663069 1 1 4.431483 0 1
## 138 0 0.663069 1 1 4.431483 0 1
## 139 0 0.663069 1 1 4.431483 0 1
## 140 0 0.663069 1 1 4.431483 0 1
## 141 0 0.663069 1 1 4.431483 0 1
## 142 0 0.663069 1 1 4.431483 0 1
## 143 0 0.663069 1 1 4.431483 0 1
## 144 0 0.663069 1 1 4.431483 0 1
## 145 0 0.663069 1 1 4.431483 0 1
## 146 0 0.663069 1 1 4.431483 0 1
## 147 0 0.663069 1 1 4.431483 0 1
## 148 0 0.663069 1 1 4.431483 0 1
## 149 0 0.663069 1 1 4.431483 0 1
## 150 0 0.663069 1 1 4.431483 0 1
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 0.746027 0 9.235442 0 0.000000 0.0000
## 2 0.746473 0 9.235442 0 0.000000 0.0000
## 3 0.746925 0 9.235442 0 0.000000 2025.4384
## 4 0.747249 0 9.235442 0 0.000000 0.0000
## 5 0.747452 0 9.235442 0 0.000000 369.9031
## 6 0.747679 0 9.235442 0 0.000000 0.0000
## 7 0.747876 0 9.235442 0 0.000000 0.0000
## 8 0.748028 0 9.235442 0 0.000000 1984.2627
## 9 0.748185 0 9.235442 0 0.000000 508.1686
## 10 0.748358 0 9.235442 0 0.000000 1299.2733
## 11 0.748550 0 9.235442 0 0.000000 1004.8751
## 12 0.748763 0 9.235442 0 0.000000 1264.8212
## 13 0.748999 0 9.235442 0 0.000000 1822.4574
## 14 0.749256 0 9.235442 0 0.000000 2108.5951
## 15 0.749535 0 9.235442 0 0.850000 0.0000
## 16 0.749835 0 9.235442 0 0.799000 0.0000
## 17 0.750156 0 9.235442 0 0.774906 0.0000
## 18 0.750496 0 9.235442 0 0.756135 0.0000
## 19 0.750856 0 9.235442 0 0.740238 0.0000
## 20 0.751234 0 9.235442 0 0.000000 2940.7121
## 21 0.751631 0 9.235442 0 0.000000 2534.1748
## 22 0.752044 0 9.235442 0 0.000000 2401.3174
## 23 0.752475 0 9.235442 0 0.000000 0.0000
## 24 0.752921 0 9.235442 0 0.000000 440.7702
## 25 0.753382 0 9.235442 0 0.000000 0.0000
## 26 0.753469 0 9.235442 0 0.000000 0.0000
## 27 0.753127 0 9.235442 0 0.000000 0.0000
## 28 0.752737 0 9.235442 0 0.850000 0.0000
## 29 0.752368 0 9.235442 0 0.799000 0.0000
## 30 0.752033 0 9.235442 0 0.000000 1924.0117
## 31 0.751736 0 9.235442 0 0.850000 0.0000
## 32 0.751478 0 9.235442 0 0.850000 0.0000
## 33 0.751260 0 9.235442 0 0.000000 5253.1509
## 34 0.751083 0 9.235442 0 0.000000 1951.3270
## 35 0.750947 0 9.235442 0 0.000000 3183.3053
## 36 0.750850 0 9.235442 0 0.000000 1377.8714
## 37 0.750737 0 9.235442 0 0.000000 0.0000
## 38 0.750581 0 9.235442 0 0.000000 0.0000
## 39 0.750437 0 9.235442 0 0.000000 3054.2935
## 40 0.750319 0 9.235442 0 0.000000 2949.3236
## 41 0.750231 0 9.235442 0 0.000000 1134.2296
## 42 0.750158 0 9.235442 0 0.000000 0.0000
## 43 0.749808 0 9.235442 0 0.000000 0.0000
## 44 0.749233 0 9.235442 0 0.000000 2242.8435
## 45 0.748733 0 9.235442 0 0.000000 1779.5562
## 46 0.748301 0 9.235442 0 0.000000 3426.8390
## 47 0.747933 0 9.235442 0 0.000000 0.0000
## 48 0.747624 0 9.235442 0 0.000000 3076.7453
## 49 0.747371 0 9.235442 0 0.000000 4271.6688
## 50 0.747081 0 9.235442 0 0.850000 0.0000
## 51 0.746732 0 9.235442 0 0.000000 3243.8758
## 52 0.746409 0 9.235442 0 0.000000 0.0000
## 53 0.745655 0 9.235442 0 0.000000 0.0000
## 54 0.744526 0 9.235442 0 0.000000 2536.5236
## 55 0.743512 0 9.235442 0 0.000000 2749.1360
## 56 0.741771 0 9.235442 0 0.000000 0.0000
## 57 0.737538 0 9.235442 0 0.000000 0.0000
## 58 0.732011 0 9.235442 0 0.000000 0.0000
## 59 0.727074 0 9.235442 0 0.000000 0.0000
## 60 0.722647 0 9.235442 0 0.000000 1434.1869
## 61 0.718659 0 9.235442 0 0.000000 0.0000
## 62 0.715038 0 9.235442 0 0.000000 2310.5838
## 63 0.711701 0 9.235442 0 0.000000 0.0000
## 64 0.708562 0 9.235442 0 0.000000 0.0000
## 65 0.705659 0 9.235442 0 0.000000 0.0000
## 66 0.702998 0 9.235442 0 0.000000 0.0000
## 67 0.699661 0 9.235442 0 0.000000 0.0000
## 68 0.695847 0 9.235442 0 0.000000 1500.6836
## 69 0.692511 0 9.235442 0 0.000000 1796.9569
## 70 0.689593 0 9.235442 0 0.000000 0.0000
## 71 0.687043 0 9.235442 0 0.000000 0.0000
## 72 0.684803 0 9.235442 0 0.000000 0.0000
## 73 0.682833 0 9.235442 0 0.000000 2841.2912
## 74 0.680727 0 9.235442 0 0.000000 0.0000
## 75 0.677708 0 9.235442 0 0.000000 0.0000
## 76 0.674336 0 9.235442 0 0.000000 3640.0897
## 77 0.671431 0 9.235442 0 0.000000 6046.6648
## 78 0.668939 0 9.235442 0 0.000000 6760.6901
## 79 0.666810 0 9.235442 0 0.000000 4569.7741
## 80 0.664987 0 9.235442 0 0.000000 0.0000
## 81 0.663407 0 9.235442 0 0.850000 0.0000
## 82 0.662047 0 9.235442 0 0.000000 1885.0304
## 83 0.660896 0 9.235442 0 0.000000 8941.6483
## 84 0.659941 0 9.235442 0 0.000000 2660.9808
## 85 0.659167 0 9.235442 0 0.000000 0.0000
## 86 0.658530 0 9.235442 0 0.850000 0.0000
## 87 0.657991 0 9.235442 0 0.000000 6985.0388
## 88 0.657566 0 9.235442 0 0.000000 4973.2117
## 89 0.657261 0 9.235442 0 0.000000 10868.8964
## 90 0.657073 0 9.235442 0 0.000000 7170.1384
## 91 0.656990 0 9.235442 0 0.000000 0.0000
## 92 0.656989 0 9.235442 0 0.000000 8270.3935
## 93 0.657019 0 9.235442 0 0.000000 0.0000
## 94 0.657010 0 9.235442 0 0.000000 0.0000
## 95 0.656998 0 9.235442 0 0.850000 0.0000
## 96 0.657044 0 9.235442 0 0.000000 7695.9024
## 97 0.657162 0 9.235442 0 0.000000 8772.3239
## 98 0.657327 0 9.235442 0 0.000000 0.0000
## 99 0.657485 0 9.235442 0 0.000000 0.0000
## 100 0.657657 0 9.235442 0 0.000000 5159.1224
## 101 0.657881 0 9.235442 0 0.000000 5635.7126
## 102 0.658168 0 9.235442 0 0.000000 7103.1971
## 103 0.658405 0 9.235442 0 0.000000 0.0000
## 104 0.658576 0 9.235442 0 0.000000 8910.4145
## 105 0.658803 0 9.235442 0 0.000000 10426.9519
## 106 0.659095 0 9.235442 0 0.000000 9782.8689
## 107 0.659454 0 9.235442 0 0.000000 8471.0361
## 108 0.659878 0 9.235442 0 0.000000 5906.8438
## 109 0.660363 0 9.235442 0 0.000000 0.0000
## 110 0.660898 0 9.235442 0 0.000000 12818.7720
## 111 0.661477 0 9.235442 0 0.000000 0.0000
## 112 0.662021 0 9.235442 0 0.000000 0.0000
## 113 0.662512 0 9.235442 0 0.000000 9784.4903
## 114 0.663027 0 9.235442 0 0.000000 0.0000
## 115 0.663571 0 9.235442 0 0.000000 8494.5060
## 116 0.664153 0 9.235442 0 0.000000 10722.9901
## 117 0.664776 0 9.235442 0 0.000000 10620.4183
## 118 0.665442 0 9.235442 0 0.000000 8059.7381
## 119 0.666148 0 9.235442 0 0.000000 5085.7486
## 120 0.666389 0 9.235442 0 0.000000 0.0000
## 121 0.666214 0 9.235442 0 0.000000 3109.5267
## 122 0.666154 0 9.235442 0 0.000000 17159.6265
## 123 0.666198 0 9.235442 0 0.000000 13885.9976
## 124 0.666339 0 9.235442 0 0.000000 11537.6277
## 125 0.666567 0 9.235442 0 0.000000 15268.1321
## 126 0.666876 0 9.235442 0 0.000000 8653.1056
## 127 0.667257 0 9.235442 0 0.000000 0.0000
## 128 0.666605 0 9.235442 0 0.000000 0.0000
## 129 0.665020 0 9.235442 0 0.000000 0.0000
## 130 0.663604 0 9.235442 0 0.000000 5697.8661
## 131 0.662269 0 9.235442 0 0.000000 0.0000
## 132 0.660985 0 9.235442 0 0.000000 11663.8712
## 133 0.659861 0 9.235442 0 0.000000 11539.8755
## 134 0.658914 0 9.235442 0 0.000000 12520.3990
## 135 0.658139 0 9.235442 0 0.000000 15636.2926
## 136 0.657530 0 9.235442 0 0.000000 14863.0381
## 137 0.657074 0 9.235442 0 0.000000 11909.4265
## 138 0.656762 0 9.235442 0 0.000000 12895.1512
## 139 0.656581 0 9.235442 0 0.000000 13846.0942
## 140 0.656523 0 9.235442 0 0.000000 4895.4144
## 141 0.656577 0 9.235442 0 0.000000 0.0000
## 142 0.656711 0 9.235442 0 0.000000 0.0000
## 143 0.656879 0 9.235442 0 0.000000 0.0000
## 144 0.657083 0 9.235442 0 0.000000 0.0000
## 145 0.657341 0 9.235442 0 0.000000 0.0000
## 146 0.657663 0 9.235442 0 0.000000 5082.6964
## 147 0.658054 0 9.235442 0 0.000000 4964.8342
## 148 0.658514 0 9.235442 0 0.000000 4859.4181
## 149 0.659043 0 9.235442 0 0.000000 4423.6238
## 150 0.659633 0 9.235442 0 0.000000 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
## 1 264.851782 1579.3868 0.000000 0.000000 0.000000 0
## 2 288.655914 1628.7517 0.000000 0.000000 0.000000 0
## 3 744.092497 2334.1861 0.000497 0.000000 0.000000 0
## 4 3.297994 189.0268 0.000000 0.000000 0.000000 0
## 5 32.706712 596.3074 0.000220 0.000000 0.000000 0
## 6 246.958319 1524.8865 0.000000 0.000000 0.000000 0
## 7 404.119581 1867.4023 0.000000 0.000000 0.000000 0
## 8 717.371537 2305.8372 0.000385 0.000000 0.000000 0
## 9 59.332607 795.4728 0.000176 0.000000 0.000000 0
## 10 334.944988 1731.9153 0.000298 0.000000 0.000000 0
## 11 209.645205 1420.8913 0.000276 0.000000 0.000000 0
## 12 318.993283 1697.6405 0.000284 0.000000 0.000000 0
## 13 616.309437 2187.9424 0.000346 0.000000 0.000000 0
## 14 799.272977 2389.4347 0.000360 0.000000 0.000000 0
## 15 74.678191 887.3893 0.000000 1.670256 0.000000 0
## 16 213.164395 1438.5510 0.000005 3.842532 -1.085094 0
## 17 1460.429727 2843.7002 0.000008 11.213346 -3.662986 0
## 18 190.181223 1368.3475 0.000006 4.398971 -1.612303 0
## 19 308.886976 1684.7131 0.000000 5.993778 -1.758413 0
## 20 1421.762099 2827.1132 0.000298 0.000000 0.000000 0
## 21 1095.950360 2649.1992 0.000278 0.000000 0.000000 0
## 22 996.892012 2578.8380 0.000324 0.000000 0.000000 0
## 23 209.039623 1454.0823 0.000000 0.000000 0.000000 0
## 24 43.788376 702.6781 0.000223 0.000000 0.000000 0
## 25 1.817516 142.6013 0.000000 0.000000 0.000000 0
## 26 15.705640 424.1458 0.000000 0.000000 0.000000 0
## 27 2029.864444 3095.9272 0.000000 0.000000 0.000000 0
## 28 136.198354 1200.5057 0.000000 2.320667 0.000000 0
## 29 736.119728 2396.0524 0.000000 7.286650 -2.523157 0
## 30 655.956365 2302.0682 0.000290 0.000000 0.000000 0
## 31 532.506734 2177.3909 0.000000 4.704683 0.000000 0
## 32 919.364673 2633.6887 0.000000 6.168496 0.000000 0
## 33 3666.006407 3201.9853 0.000451 0.000000 0.000000 0
## 34 655.944167 2350.7113 0.000351 0.000000 0.000000 0
## 35 1556.189912 3035.0318 0.000455 0.000000 0.000000 0
## 36 350.282673 1845.6293 0.000362 0.000000 0.000000 0
## 37 8.424608 315.8333 0.000000 0.000000 0.000000 0
## 38 1685.538667 3085.3250 0.000000 0.000000 0.000000 0
## 39 1393.053486 3079.1611 0.000385 0.000000 0.000000 0
## 40 1310.552259 3030.2435 0.000396 0.000000 0.000000 0
## 41 236.415258 1605.1381 0.000271 0.000000 0.000000 0
## 42 85.799184 1010.8058 0.000000 0.000000 0.000000 0
## 43 6.020436 272.7043 0.000000 0.000000 0.000000 0
## 44 809.003840 2612.7380 0.000340 0.000000 0.000000 0
## 45 535.174619 2248.4412 0.000252 0.000000 0.000000 0
## 46 1701.400878 3227.2244 0.000413 0.000000 0.000000 0
## 47 656.035288 2492.6338 0.000000 0.000000 0.000000 0
## 48 1367.177574 3163.4684 0.000320 0.000000 0.000000 0
## 49 2409.200860 3553.0122 0.000388 0.000000 0.000000 0
## 50 179.500596 1454.6061 0.000000 2.836991 0.000000 0
## 51 1499.209118 3240.4677 0.000380 0.000000 0.000000 0
## 52 1009.964129 2892.9164 0.000000 0.000000 0.000000 0
## 53 581.828808 2383.0627 0.000000 0.000000 0.000000 0
## 54 973.993579 2859.4378 0.000371 0.000000 0.000000 0
## 55 1082.249900 3057.1529 0.000379 0.000000 0.000000 0
## 56 341.594869 1979.9181 0.000000 0.000000 0.000000 0
## 57 4.115944 235.6246 0.000000 0.000000 0.000000 0
## 58 78.695945 1018.3323 0.000000 0.000000 0.000000 0
## 59 195.195876 1551.3977 0.000000 0.000000 0.000000 0
## 60 336.890189 1968.3651 0.000312 0.000000 0.000000 0
## 61 642.740161 2550.0536 0.000000 0.000000 0.000000 0
## 62 795.507674 2756.6120 0.000389 0.000000 0.000000 0
## 63 532.222807 2468.9582 0.000000 0.000000 0.000000 0
## 64 2922.344060 4039.2388 0.000000 0.000000 0.000000 0
## 65 738.646162 2799.6186 0.000000 0.000000 0.000000 0
## 66 24.728722 600.2722 0.000000 0.000000 0.000000 0
## 67 9.319634 368.6174 0.000000 0.000000 0.000000 0
## 68 346.679175 2069.9707 0.000320 0.000000 0.000000 0
## 69 480.948748 2370.8127 0.000343 0.000000 0.000000 0
## 70 559.122543 2517.5004 0.000000 0.000000 0.000000 0
## 71 832.136678 3165.3852 0.000000 0.000000 0.000000 0
## 72 1072.193575 3480.4771 0.000000 0.000000 0.000000 0
## 73 988.059880 3377.8777 0.000356 0.000000 0.000000 0
## 74 339.001024 2176.8142 0.000000 0.000000 0.000000 0
## 75 690.408303 2915.1452 0.000000 0.000000 0.000000 0
## 76 1532.222400 3891.7498 0.000376 0.000000 0.000000 0
## 77 3599.519857 4739.9357 0.000515 0.000000 0.000000 0
## 78 4325.363787 4807.5775 0.000568 0.000000 0.000000 0
## 79 2168.139811 4489.6501 0.000452 0.000000 0.000000 0
## 80 245.828980 1927.2940 0.000000 0.000000 0.000000 0
## 81 1560.708678 4071.1184 0.000000 9.777477 0.000000 0
## 82 464.216732 2554.8560 0.000187 0.000000 0.000000 0
## 83 6555.934401 5004.3836 0.000507 0.000000 0.000000 0
## 84 854.554077 3280.9481 0.000312 0.000000 0.000000 0
## 85 343.793379 2241.1840 0.000000 0.000000 0.000000 0
## 86 934.390726 3395.4871 0.000000 7.517149 0.000000 0
## 87 4235.319823 5364.4135 0.000412 0.000000 0.000000 0
## 88 2405.572627 4814.9203 0.000303 0.000000 0.000000 0
## 89 8648.023831 4988.1655 0.000631 0.000000 0.000000 0
## 90 4421.161462 5386.4128 0.000558 0.000000 0.000000 0
## 91 4992.551863 5426.0717 0.000000 0.000000 0.000000 0
## 92 5580.239275 5428.3601 0.000626 0.000000 0.000000 0
## 93 612.960561 2969.3141 0.000000 0.000000 0.000000 0
## 94 9206.166747 4847.2786 0.000000 0.000000 0.000000 0
## 95 474.891630 2744.0368 0.000000 5.588417 0.000000 0
## 96 4805.343840 5690.8827 0.000416 0.000000 0.000000 0
## 97 5946.732968 5721.5755 0.000501 0.000000 0.000000 0
## 98 670.482956 3176.4448 0.000000 0.000000 0.000000 0
## 99 4021.405846 5580.3613 0.000000 0.000000 0.000000 0
## 100 2471.345613 5038.1612 0.000353 0.000000 0.000000 0
## 101 2867.491058 5229.8505 0.000398 0.000000 0.000000 0
## 102 4212.825124 5615.3394 0.000550 0.000000 0.000000 0
## 103 885.401237 3656.1830 0.000000 0.000000 0.000000 0
## 104 5927.137743 6004.5133 0.000531 0.000000 0.000000 0
## 105 7634.783655 5887.7409 0.000578 0.000000 0.000000 0
## 106 6955.607071 5862.2652 0.000636 0.000000 0.000000 0
## 107 5511.137883 5910.0327 0.000614 0.000000 0.000000 0
## 108 3038.742468 5431.3843 0.000493 0.000000 0.000000 0
## 109 10166.515318 5268.4700 0.000000 0.000000 0.000000 0
## 110 10681.501614 5127.5901 0.000666 0.000000 0.000000 0
## 111 2781.320706 5486.1968 0.000000 0.000000 0.000000 0
## 112 5060.166539 6119.3842 0.000000 0.000000 0.000000 0
## 113 6783.699836 6153.6727 0.000484 0.000000 0.000000 0
## 114 1280.608021 4282.7313 0.000000 0.000000 0.000000 0
## 115 5394.278554 6148.4179 0.000504 0.000000 0.000000 0
## 116 7857.404561 6055.1460 0.000580 0.000000 0.000000 0
## 117 7737.624802 6069.8723 0.000647 0.000000 0.000000 0
## 118 4950.297821 6107.0811 0.000549 0.000000 0.000000 0
## 119 2236.582854 5300.4126 0.000397 0.000000 0.000000 0
## 120 6973.024189 6397.6525 0.000000 0.000000 0.000000 0
## 121 953.242455 3914.7864 0.000197 0.000000 0.000000 0
## 122 16038.432443 4066.7506 0.000789 0.000000 0.000000 0
## 123 11564.238789 5592.3391 0.000802 0.000000 0.000000 0
## 124 8635.873364 6229.1363 0.000583 0.000000 0.000000 0
## 125 13401.980547 5031.6584 0.000743 0.000000 0.000000 0
## 126 5431.607454 6372.4197 0.000519 0.000000 0.000000 0
## 127 149.125209 1752.9869 0.000000 0.000000 0.000000 0
## 128 129.301315 1636.7422 0.000000 0.000000 0.000000 0
## 129 404.785364 2795.0509 0.000000 0.000000 0.000000 0
## 130 2578.775780 5822.0933 0.000402 0.000000 0.000000 0
## 131 2077.680652 5429.7184 0.000000 0.000000 0.000000 0
## 132 8261.532141 7068.1322 0.000626 0.000000 0.000000 0
## 133 8123.428229 7074.7490 0.000651 0.000000 0.000000 0
## 134 9234.963575 6990.8009 0.000626 0.000000 0.000000 0
## 135 12882.088955 6544.5822 0.000779 0.000000 0.000000 0
## 136 12012.703368 6598.5996 0.000812 0.000000 0.000000 0
## 137 8508.111089 7103.6809 0.000707 0.000000 0.000000 0
## 138 9636.818602 7001.5996 0.000750 0.000000 0.000000 0
## 139 10765.315271 6838.7233 0.000797 0.000000 0.000000 0
## 140 2357.541877 4772.6837 0.000435 0.000000 0.000000 0
## 141 3137.459471 4633.7107 0.000000 0.000000 0.000000 0
## 142 5303.143158 4582.1224 0.000000 0.000000 0.000000 0
## 143 2922.388976 3929.1008 0.000000 0.000000 0.000000 0
## 144 4855.697761 3942.8401 0.000000 0.000000 0.000000 0
## 145 3660.625596 3644.7937 0.000000 0.000000 0.000000 0
## 146 3416.735550 3382.7173 0.000680 0.000000 0.000000 0
## 147 3435.167983 3145.5965 0.000706 0.000000 0.000000 0
## 148 3452.230627 2932.5782 0.000726 0.000000 0.000000 0
## 149 3078.098440 2774.4380 0.000709 0.000000 0.000000 0
## 150 1460.354602 2449.0978 0.000000 0.000000 0.000000 0
## snow_Qrain snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 4.513035 0.001000 0 0.000002 2018 351
## 2 0.000000 0.000000 4.487848 0.001000 0 0.000002 2018 352
## 3 0.000000 0.000000 0.000000 0.001000 0 0.000542 2018 353
## 4 0.000000 0.000000 2.716154 0.001000 0 0.000001 2018 354
## 5 0.000000 0.000000 1.786248 0.001000 0 0.000266 2018 355
## 6 0.000000 0.000000 4.503331 0.001000 0 0.000002 2018 356
## 7 0.000000 0.000000 4.497596 0.001000 0 0.000002 2018 357
## 8 0.000000 0.000000 0.000000 0.001000 0 0.000430 2018 358
## 9 0.000000 0.000000 0.000000 0.001000 0 0.000176 2018 359
## 10 0.000000 0.000000 0.000000 0.001000 0 0.000298 2018 360
## 11 0.000000 0.000000 0.000000 0.001000 0 0.000276 2018 361
## 12 0.000000 0.000000 0.000000 0.001000 0 0.000284 2018 362
## 13 0.000000 0.000000 0.000000 0.001000 0 0.000346 2018 363
## 14 0.000000 0.000000 0.000000 0.001000 0 0.000360 2018 364
## 15 0.000000 1.670256 0.000000 -5.526965 1 0.000004 2018 365
## 16 0.000000 2.757438 0.000000 -10.000000 2 0.000041 2018 1
## 17 0.000000 7.550360 0.000000 -10.000000 3 0.000130 2018 2
## 18 0.000000 2.786668 0.000000 -10.000000 4 0.000060 2018 3
## 19 0.000000 4.235365 0.000000 0.001000 0 0.000059 2018 4
## 20 0.000000 0.000000 0.000000 0.001000 0 0.000343 2018 5
## 21 0.000000 0.000000 0.000000 0.001000 0 0.000278 2018 6
## 22 0.000000 0.000000 0.000000 0.001000 0 0.000324 2018 7
## 23 0.000000 0.000000 4.525783 0.001000 0 0.000002 2018 8
## 24 0.000000 0.000000 0.000000 0.001000 0 0.000268 2018 9
## 25 0.000000 0.000000 1.913473 0.001000 0 0.000001 2018 10
## 26 0.000000 0.000000 4.492700 0.001000 0 0.000002 2018 11
## 27 0.000000 0.000000 4.509241 0.001000 0 0.000002 2018 12
## 28 0.000000 2.320667 0.000000 -5.076965 1 0.000004 2018 13
## 29 0.000000 4.763493 0.000000 0.001000 0 0.000084 2018 14
## 30 0.000000 0.000000 0.000000 0.001000 0 0.000335 2018 15
## 31 2.691813 4.704683 4.531870 0.001000 0 0.000002 2018 16
## 32 0.000000 6.168496 0.000000 0.001000 0 0.000004 2018 17
## 33 0.000000 0.000000 0.000000 0.001000 0 0.000496 2018 18
## 34 0.000000 0.000000 0.000000 0.001000 0 0.000351 2018 19
## 35 0.000000 0.000000 0.000000 0.001000 0 0.000455 2018 20
## 36 0.000000 0.000000 0.000000 0.001000 0 0.000362 2018 21
## 37 0.000000 0.000000 4.500772 0.001000 0 0.000002 2018 22
## 38 0.000000 0.000000 4.514314 0.001000 0 0.000002 2018 23
## 39 0.000000 0.000000 0.000000 0.001000 0 0.000430 2018 24
## 40 0.000000 0.000000 0.000000 0.001000 0 0.000396 2018 25
## 41 0.000000 0.000000 0.000000 0.001000 0 0.000271 2018 26
## 42 0.000000 0.000000 4.516078 0.001000 0 0.000002 2018 27
## 43 0.000000 0.000000 3.776597 0.001000 0 0.000002 2018 28
## 44 0.000000 0.000000 0.734793 0.001000 0 0.000386 2018 29
## 45 0.000000 0.000000 0.000000 0.001000 0 0.000252 2018 30
## 46 0.000000 0.000000 0.000000 0.001000 0 0.000413 2018 31
## 47 0.000000 0.000000 4.519298 0.001000 0 0.000002 2018 32
## 48 0.000000 0.000000 0.000000 0.001000 0 0.000365 2018 33
## 49 0.000000 0.000000 0.000000 0.001000 0 0.000388 2018 34
## 50 59.945205 2.836991 4.535266 0.001000 0 0.000005 2018 35
## 51 0.000000 0.000000 0.000000 0.001000 0 0.000425 2018 36
## 52 0.000000 0.000000 4.515902 0.001000 0 0.000002 2018 37
## 53 0.000000 0.000000 4.508227 0.001000 0 0.000002 2018 38
## 54 0.000000 0.000000 0.000000 0.001000 0 0.000416 2018 39
## 55 0.000000 0.000000 0.000000 0.001000 0 0.000379 2018 40
## 56 0.000000 0.000000 4.498522 0.001000 0 0.000002 2018 41
## 57 0.000000 0.000000 3.527176 0.001000 0 0.000001 2018 42
## 58 0.000000 0.000000 4.485907 0.001000 0 0.000002 2018 43
## 59 0.000000 0.000000 4.504257 0.001000 0 0.000002 2018 44
## 60 0.000000 0.000000 0.000000 0.001000 0 0.000357 2018 45
## 61 0.000000 0.000000 4.471439 0.001000 0 0.000002 2018 46
## 62 0.000000 0.000000 0.000000 0.001000 0 0.000434 2018 47
## 63 0.000000 0.000000 4.495699 0.001000 0 0.000002 2018 48
## 64 0.000000 0.000000 4.497905 0.001000 0 0.000002 2018 49
## 65 0.000000 0.000000 4.489568 0.001000 0 0.000002 2018 50
## 66 0.000000 0.000000 4.485245 0.001000 0 0.000002 2018 51
## 67 0.000000 0.000000 4.476423 0.001000 0 0.000002 2018 52
## 68 0.000000 0.000000 0.000000 0.001000 0 0.000365 2018 53
## 69 0.000000 0.000000 0.000000 0.001000 0 0.000343 2018 54
## 70 0.000000 0.000000 4.469807 0.001000 0 0.000002 2018 55
## 71 0.000000 0.000000 4.486966 0.001000 0 0.000002 2018 56
## 72 0.000000 0.000000 4.500110 0.001000 0 0.000002 2018 57
## 73 0.000000 0.000000 0.000000 0.001000 0 0.000401 2018 58
## 74 0.000000 0.000000 4.505933 0.001000 0 0.000002 2018 59
## 75 0.000000 0.000000 4.499934 0.001000 0 0.000002 2018 60
## 76 0.000000 0.000000 0.000000 0.001000 0 0.000421 2018 61
## 77 0.000000 0.000000 0.000000 0.001000 0 0.000515 2018 62
## 78 0.000000 0.000000 0.000000 0.001000 0 0.000568 2018 63
## 79 0.000000 0.000000 0.000000 0.001000 0 0.000452 2018 64
## 80 0.000000 0.000000 4.517049 0.001000 0 0.000002 2018 65
## 81 0.000000 9.777477 0.000000 0.001000 0 0.000004 2018 66
## 82 0.000000 0.000000 0.000000 0.001000 0 0.000232 2018 67
## 83 0.000000 0.000000 0.000000 0.001000 0 0.000507 2018 68
## 84 0.000000 0.000000 0.000000 0.001000 0 0.000312 2018 69
## 85 0.000000 0.000000 4.514182 0.001000 0 0.000002 2018 70
## 86 18.005511 7.517149 4.536105 0.001000 0 0.000005 2018 71
## 87 0.000000 0.000000 0.000000 0.001000 0 0.000457 2018 72
## 88 0.000000 0.000000 0.000000 0.001000 0 0.000303 2018 73
## 89 0.000000 0.000000 0.000000 0.001000 0 0.000631 2018 74
## 90 0.000000 0.000000 0.000000 0.001000 0 0.000558 2018 75
## 91 0.000000 0.000000 4.478893 0.001000 0 0.000002 2018 76
## 92 0.000000 0.000000 0.000000 0.001000 0 0.000672 2018 77
## 93 0.000000 0.000000 4.492479 0.001000 0 0.000002 2018 78
## 94 0.000000 0.000000 4.495611 0.001000 0 0.000002 2018 79
## 95 0.000000 5.588417 0.000000 0.001000 0 0.000004 2018 80
## 96 0.000000 0.000000 0.000000 0.001000 0 0.000461 2018 81
## 97 0.000000 0.000000 0.000000 0.001000 0 0.000501 2018 82
## 98 0.000000 0.000000 4.519122 0.001000 0 0.000002 2018 83
## 99 0.000000 0.000000 4.504566 0.001000 0 0.000002 2018 84
## 100 0.000000 0.000000 0.000000 0.001000 0 0.000398 2018 85
## 101 0.000000 0.000000 0.000000 0.001000 0 0.000398 2018 86
## 102 0.000000 0.000000 0.000000 0.001000 0 0.000550 2018 87
## 103 0.000000 0.000000 4.480570 0.001000 0 0.000002 2018 88
## 104 0.000000 0.000000 0.000000 0.001000 0 0.000576 2018 89
## 105 0.000000 0.000000 0.000000 0.001000 0 0.000578 2018 90
## 106 0.000000 0.000000 0.000000 0.001000 0 0.000636 2018 91
## 107 0.000000 0.000000 0.000000 0.001000 0 0.000614 2018 92
## 108 0.000000 0.000000 0.000000 0.001000 0 0.000493 2018 93
## 109 0.000000 0.000000 4.496008 0.001000 0 0.000002 2018 94
## 110 0.000000 0.000000 0.000000 0.001000 0 0.000711 2018 95
## 111 0.000000 0.000000 4.494597 0.001000 0 0.000002 2018 96
## 112 0.000000 0.000000 4.506903 0.001000 0 0.000002 2018 97
## 113 0.000000 0.000000 0.000000 0.001000 0 0.000529 2018 98
## 114 0.000000 0.000000 4.519166 0.001000 0 0.000002 2018 99
## 115 0.000000 0.000000 0.000000 0.001000 0 0.000549 2018 100
## 116 0.000000 0.000000 0.000000 0.001000 0 0.000580 2018 101
## 117 0.000000 0.000000 0.000000 0.001000 0 0.000647 2018 102
## 118 0.000000 0.000000 0.000000 0.001000 0 0.000549 2018 103
## 119 0.000000 0.000000 0.000000 0.001000 0 0.000397 2018 104
## 120 0.000000 0.000000 4.495876 0.001000 0 0.000002 2018 105
## 121 0.000000 0.000000 0.000000 0.001000 0 0.000242 2018 106
## 122 0.000000 0.000000 0.000000 0.001000 0 0.000789 2018 107
## 123 0.000000 0.000000 0.000000 0.001000 0 0.000802 2018 108
## 124 0.000000 0.000000 0.000000 0.001000 0 0.000583 2018 109
## 125 0.000000 0.000000 0.000000 0.001000 0 0.000743 2018 110
## 126 0.000000 0.000000 0.000000 0.001000 0 0.000519 2018 111
## 127 0.000000 0.000000 4.503375 0.001000 0 0.000002 2018 112
## 128 0.000000 0.000000 4.503286 0.001000 0 0.000002 2018 113
## 129 0.000000 0.000000 4.493803 0.001000 0 0.000002 2018 114
## 130 0.000000 0.000000 0.000000 0.001000 0 0.000447 2018 115
## 131 0.000000 0.000000 4.495699 0.001000 0 0.000002 2018 116
## 132 0.000000 0.000000 0.000000 0.001000 0 0.000671 2018 117
## 133 0.000000 0.000000 0.000000 0.001000 0 0.000651 2018 118
## 134 0.000000 0.000000 0.000000 0.001000 0 0.000626 2018 119
## 135 0.000000 0.000000 0.000000 0.001000 0 0.000779 2018 120
## 136 0.000000 0.000000 0.000000 0.001000 0 0.000812 2018 121
## 137 0.000000 0.000000 0.000000 0.001000 0 0.000707 2018 122
## 138 0.000000 0.000000 0.000000 0.001000 0 0.000750 2018 123
## 139 0.000000 0.000000 0.000000 0.001000 0 0.000797 2018 124
## 140 0.000000 0.000000 405.202062 0.001000 0 0.000600 2018 125
## 141 0.000000 0.000000 261.058297 0.001000 0 0.000106 2018 126
## 142 0.000000 0.000000 384.216785 0.001000 0 0.000156 2018 127
## 143 0.000000 0.000000 505.313772 0.001000 0 0.000205 2018 128
## 144 0.000000 0.000000 620.901802 0.001000 0 0.000253 2018 129
## 145 0.000000 0.000000 731.927065 0.001000 0 0.000299 2018 130
## 146 0.000000 0.000000 3806.496647 0.001000 0 0.002280 2018 131
## 147 0.000000 0.000000 4015.580114 0.001000 0 0.002349 2018 132
## 148 0.000000 0.000000 4333.199307 0.001000 0 0.002499 2018 133
## 149 0.000000 0.000000 4384.769979 0.001000 0 0.002505 2018 134
## 150 0.000000 0.000000 1239.911979 0.001000 0 0.000505 2018 135validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite1## [[1]]
## [1] 0.1190579
##
## [[2]]
## [1] 0.2137001
##
## [[3]]
## [1] 0.1875269
##
## [[4]]
## [1] 0.2365788
##
## [[5]]
## [1] 0.1875113
##
## [[6]]
## [1] 0.0310613
##
## [[7]]
## [1] 0.07442045
##
## [[8]]
## [1] 0.137603
##
## [[9]]
## [1] 0.2355455
##
## [[10]]
## [1] 0.2200591
##
## [[11]]
## [1] 0.1929768
##
## [[12]]
## [1] 0.1789759
##
## [[13]]
## [1] 0.1173327
##
## [[14]]
## [1] -0.1890216
##
## [[15]]
## [1] 0.1395385
##
## [[16]]
## [1] 0.2972189
##
## [[17]]
## [1] 0.2057526
##
## [[18]]
## [1] 0.05901121
##
## [[19]]
## [1] 0.1848059
##
## [[20]]
## [1] 0.1463154
##
## [[21]]
## [1] 0.1261709
##
## [[22]]
## [1] 0.075621
##
## [[23]]
## [1] 0.08795682
##
## [[24]]
## [1] 0.1486038
##
## [[25]]
## [1] 0.07951989
##
## [[26]]
## [1] 0.07031395
##
## [[27]]
## [1] 0.09745668
##
## [[28]]
## [1] -0.04941055
##
## [[29]]
## [1] 0.05419475
##
## [[30]]
## [1] 0.1388408
##
## [[31]]
## [1] 0.09418933
##
## [[32]]
## [1] 0.03529486
##
## [[33]]
## [1] -0.06173766
##
## [[34]]
## [1] 0.1206687
##
## [[35]]
## [1] 0.08739513
##
## [[36]]
## [1] 0.06110234
##
## [[37]]
## [1] -0.02174231
##
## [[38]]
## [1] 0.09422773
##
## [[39]]
## [1] 0.1037559
##
## [[40]]
## [1] -0.05532168
##
## [[41]]
## [1] -0.2202503
##
## [[42]]
## [1] -0.07428003
##
## [[43]]
## [1] 0.1410488
##
## [[44]]
## [1] -0.05149813
##
## [[45]]
## [1] 0.09136018
##
## [[46]]
## [1] -0.155561
##
## [[47]]
## [1] -0.3037728
##
## [[48]]
## [1] -0.349227
##
## [[49]]
## [1] -0.09833438
##
## [[50]]
## [1] 0.006710964
##
## [[51]]
## [1] 0.1139383
##
## [[52]]
## [1] 0.08043982
##
## [[53]]
## [1] 0.01769794
##
## [[54]]
## [1] -0.02973104
##
## [[55]]
## [1] -0.00007075342
##
## [[56]]
## [1] 0.06870328
##
## [[57]]
## [1] -0.01848258
##
## [[58]]
## [1] -0.326889
##
## [[59]]
## [1] -0.003917471
##
## [[60]]
## [1] 0.06408414
##
## [[61]]
## [1] -0.00384591
##
## [[62]]
## [1] -0.1458797
##
## [[63]]
## [1] 0.142541
##
## [[64]]
## [1] -0.1457483
##
## [[65]]
## [1] 0.1060943
##
## [[66]]
## [1] -0.1038474
##
## [[67]]
## [1] -0.05153489
##
## [[68]]
## [1] 0.08563231
##
## [[69]]
## [1] 0.09410229
##
## [[70]]
## [1] -0.03164228
##
## [[71]]
## [1] 0.04211423
##
## [[72]]
## [1] 0.05032619
##
## [[73]]
## [1] 0.1798187
##
## [[74]]
## [1] 0.02343969
##
## [[75]]
## [1] -0.04372802
##
## [[76]]
## [1] -0.003619582
##
## [[77]]
## [1] 0.06058601
##
## [[78]]
## [1] 0.03796304
##
## [[79]]
## [1] 0.04757724
##
## [[80]]
## [1] 0.1254522
##
## [[81]]
## [1] -0.1136445
##
## [[82]]
## [1] NA
##
## [[83]]
## [1] 0.03251267
##
## [[84]]
## [1] 0.02142922
##
## [[85]]
## [1] 0.0554728
##
## [[86]]
## [1] 0.03230396
##
## [[87]]
## [1] -0.1406555
##
## [[88]]
## [1] -0.2195256
##
## [[89]]
## [1] -0.0322105
##
## [[90]]
## [1] -0.3526769
##
## [[91]]
## [1] 0.0155593
##
## [[92]]
## [1] -0.01712912
##
## [[93]]
## [1] -0.1327416
##
## [[94]]
## [1] 0.01931461
##
## [[95]]
## [1] -0.1044158
##
## [[96]]
## [1] 0.01939243
##
## [[97]]
## [1] -0.216672
##
## [[98]]
## [1] 0.03744371
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## [[99]]
## [1] 0.02137312
##
## [[100]]
## [1] -0.05752838
##
## [[101]]
## [1] -0.3025942
##
## [[102]]
## [1] -0.255375
##
## [[103]]
## [1] -0.2519405
##
## [[104]]
## [1] 0.03495584
##
## [[105]]
## [1] -0.006773848
##
## [[106]]
## [1] -0.2932199
##
## [[107]]
## [1] -0.3884682
##
## [[108]]
## [1] -0.2320884
##
## [[109]]
## [1] NA
##
## [[110]]
## [1] -0.02561814
##
## [[111]]
## [1] NA
##
## [[112]]
## [1] -0.04090395
##
## [[113]]
## [1] 0.2539551
##
## [[114]]
## [1] 0.09459014
##
## [[115]]
## [1] -0.2203357
##
## [[116]]
## [1] 0.08543946
##
## [[117]]
## [1] -0.144561
##
## [[118]]
## [1] NA
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## [[119]]
## [1] 0.01630368
##
## [[120]]
## [1] NA
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## [[121]]
## [1] -0.2567329
##
## [[122]]
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## [[123]]
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## [[124]]
## [1] -0.05442609
##
## [[125]]
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## [1] -0.02548576
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## [[132]]
## [1] -0.1681542
##
## [[133]]
## [1] NA
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## [[134]]
## [1] -0.3814406
##
## [[135]]
## [1] NA
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## [[136]]
## [1] -0.2789266
##
## [[137]]
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## [[138]]
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## [[139]]
## [1] -0.3138334
##
## [[140]]
## [1] NA
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## [[141]]
## [1] 0.0706548
##
## [[142]]
## [1] NA
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## [[143]]
## [1] -0.3031142
##
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## [[145]]
## [1] -0.2809515
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## [1] 0.160641
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## [1] 0.003383463
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## [1] -0.3433581
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## [1] NA
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## [1] -0.1623529
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## [1] 0.08752101
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## [1] -0.1174109
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## [[175]]
## [1] 0.03692904
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## [1] 0.3270087
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## [1] 0.0907949
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## [[186]]
## [1] 0.4437394
##
## [[187]]
## [1] 0.313994
##
## [[188]]
## [1] 0.08617528
##
## [[189]]
## [1] -0.01220525
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## [[190]]
## [1] NA
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## [[191]]
## [1] 0.2225378
##
## [[192]]
## [1] -0.2796574
##
## [[193]]
## [1] -0.5799955
##
## [[194]]
## [1] 0.1365872
##
## [[195]]
## [1] -0.391717
##
## [[196]]
## [1] 0.2080939
##
## [[197]]
## [1] -0.829474
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## [[198]]
## [1] -1.502717
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## [[199]]
## [1] -0.02996115
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## [[200]]
## [1] -1.242359prepare to run model 20 times for patch 2 - only for validation time series
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32static",
flowtable = "CWWS32static1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valstatic2",
commandline_options = c("-b -p 1 108 141942 141942"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")run model in parallel
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_std_pars(m = topstatic[i,]$m,
k = topstatic[i,]$k,
soil_dep= topstatic[i,]$soil_dep,
m_v = topstatic[i,]$m_v,
k_v = topstatic[i,]$k_v,
gw1 = topstatic[i,]$gw1,
gw2 = topstatic[i,]$gw2,
pa = topstatic[i,]$pa,
po = topstatic[i,]$po,
vgseng1 = topstatic[i,]$vgseng1,
vgseng2 = topstatic[i,]$vgseng2,
vgseng3 = topstatic[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
std_pars = stdpars,
runID = i)
} ## [[1]]
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## NULL end_time = Sys.time()
end_time - start_time## Time difference of 1.122793 hoursread 20 runs, create table and append to table
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valstatic2_run",i), readin_rhessys_output(paste0("out/cwws32valstatic2_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic2_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 108 141942 141942 -9999 0 0.253994
## 2 1 108 141942 141942 -9999 0 0.761997
## 3 1 108 141942 141942 -9999 0 0.000000
## 4 1 108 141942 141942 -9999 0 32.766000
## 5 1 108 141942 141942 -9999 0 0.000000
## 6 1 108 141942 141942 -9999 0 6.096000
## 7 1 108 141942 141942 -9999 0 23.114000
## 8 1 108 141942 141942 -9999 0 0.000000
## 9 1 108 141942 141942 -9999 0 0.000000
## 10 1 108 141942 141942 -9999 0 0.000000
## 11 1 108 141942 141942 -9999 0 0.000000
## 12 1 108 141942 141942 -9999 0 0.000000
## 13 1 108 141942 141942 -9999 0 0.000000
## 14 1 108 141942 141942 -9999 0 0.000000
## 15 1 108 141942 141942 -9999 0 0.000000
## 16 1 108 141942 141942 -9999 0 0.000000
## 17 1 108 141942 141942 -9999 0 0.000000
## 18 1 108 141942 141942 -9999 0 0.000000
## 19 1 108 141942 141942 -9999 0 0.000000
## 20 1 108 141942 141942 -9999 0 0.000000
## 21 1 108 141942 141942 -9999 0 0.000000
## 22 1 108 141942 141942 -9999 0 0.000000
## 23 1 108 141942 141942 -9999 0 1.270000
## 24 1 108 141942 141942 -9999 0 0.000000
## 25 1 108 141942 141942 -9999 0 3.879613
## 26 1 108 141942 141942 -9999 0 84.328000
## 27 1 108 141942 141942 -9999 0 35.306000
## 28 1 108 141942 141942 -9999 0 0.000000
## 29 1 108 141942 141942 -9999 0 0.000000
## 30 1 108 141942 141942 -9999 0 0.000000
## 31 1 108 141942 141942 -9999 0 0.924053
## 32 1 108 141942 141942 -9999 0 0.000000
## 33 1 108 141942 141942 -9999 0 0.000000
## 34 1 108 141942 141942 -9999 0 0.000000
## 35 1 108 141942 141942 -9999 0 0.000000
## 36 1 108 141942 141942 -9999 0 2.199066
## 37 1 108 141942 141942 -9999 0 27.432000
## 38 1 108 141942 141942 -9999 0 0.508000
## 39 1 108 141942 141942 -9999 0 0.000000
## 40 1 108 141942 141942 -9999 0 0.000000
## 41 1 108 141942 141942 -9999 0 0.000000
## 42 1 108 141942 141942 -9999 0 14.986000
## 43 1 108 141942 141942 -9999 0 27.686000
## 44 1 108 141942 141942 -9999 0 0.000000
## 45 1 108 141942 141942 -9999 0 0.000000
## 46 1 108 141942 141942 -9999 0 0.000000
## 47 1 108 141942 141942 -9999 0 3.302000
## 48 1 108 141942 141942 -9999 0 0.000000
## 49 1 108 141942 141942 -9999 0 0.000000
## 50 1 108 141942 141942 -9999 0 36.806856
## 51 1 108 141942 141942 -9999 0 0.000000
## 52 1 108 141942 141942 -9999 0 2.008856
## 53 1 108 141942 141942 -9999 0 49.252856
## 54 1 108 141942 141942 -9999 0 0.000000
## 55 1 108 141942 141942 -9999 0 0.000000
## 56 1 108 141942 141942 -9999 0 83.034865
## 57 1 108 141942 141942 -9999 0 107.926865
## 58 1 108 141942 141942 -9999 0 11.929253
## 59 1 108 141942 141942 -9999 0 3.278865
## 60 1 108 141942 141942 -9999 0 0.000000
## 61 1 108 141942 141942 -9999 0 8.358865
## 62 1 108 141942 141942 -9999 0 0.000000
## 63 1 108 141942 141942 -9999 0 13.438875
## 64 1 108 141942 141942 -9999 0 2.770875
## 65 1 108 141942 141942 -9999 0 1.754875
## 66 1 108 141942 141942 -9999 0 2.770875
## 67 1 108 141942 141942 -9999 0 38.587242
## 68 1 108 141942 141942 -9999 0 0.000000
## 69 1 108 141942 141942 -9999 0 0.000000
## 70 1 108 141942 141942 -9999 0 0.230875
## 71 1 108 141942 141942 -9999 0 10.390884
## 72 1 108 141942 141942 -9999 0 4.040884
## 73 1 108 141942 141942 -9999 0 0.000000
## 74 1 108 141942 141942 -9999 0 31.980884
## 75 1 108 141942 141942 -9999 0 34.012884
## 76 1 108 141942 141942 -9999 0 0.000000
## 77 1 108 141942 141942 -9999 0 0.000000
## 78 1 108 141942 141942 -9999 0 0.000000
## 79 1 108 141942 141942 -9999 0 0.000000
## 80 1 108 141942 141942 -9999 0 19.280892
## 81 1 108 141942 141942 -9999 0 1.189688
## 82 1 108 141942 141942 -9999 0 0.000000
## 83 1 108 141942 141942 -9999 0 0.000000
## 84 1 108 141942 141942 -9999 0 0.000000
## 85 1 108 141942 141942 -9999 0 3.024892
## 86 1 108 141942 141942 -9999 0 11.660892
## 87 1 108 141942 141942 -9999 0 0.000000
## 88 1 108 141942 141942 -9999 0 0.000000
## 89 1 108 141942 141942 -9999 0 0.000000
## 90 1 108 141942 141942 -9999 0 0.000000
## 91 1 108 141942 141942 -9999 0 8.612899
## 92 1 108 141942 141942 -9999 0 0.000000
## 93 1 108 141942 141942 -9999 0 16.994899
## 94 1 108 141942 141942 -9999 0 8.866899
## 95 1 108 141942 141942 -9999 0 0.450828
## 96 1 108 141942 141942 -9999 0 0.000000
## 97 1 108 141942 141942 -9999 0 0.000000
## 98 1 108 141942 141942 -9999 0 14.454905
## 99 1 108 141942 141942 -9999 0 6.580905
## 100 1 108 141942 141942 -9999 0 0.000000
## 101 1 108 141942 141942 -9999 0 0.000000
## 102 1 108 141942 141942 -9999 0 0.000000
## 103 1 108 141942 141942 -9999 0 25.122910
## 104 1 108 141942 141942 -9999 0 0.000000
## 105 1 108 141942 141942 -9999 0 0.000000
## 106 1 108 141942 141942 -9999 0 0.000000
## 107 1 108 141942 141942 -9999 0 0.000000
## 108 1 108 141942 141942 -9999 0 0.000000
## 109 1 108 141942 141942 -9999 0 5.818910
## 110 1 108 141942 141942 -9999 0 0.000000
## 111 1 108 141942 141942 -9999 0 6.834914
## 112 1 108 141942 141942 -9999 0 19.534914
## 113 1 108 141942 141942 -9999 0 0.000000
## 114 1 108 141942 141942 -9999 0 2.770914
## 115 1 108 141942 141942 -9999 0 0.000000
## 116 1 108 141942 141942 -9999 0 0.000000
## 117 1 108 141942 141942 -9999 0 0.000000
## 118 1 108 141942 141942 -9999 0 0.000000
## 119 1 108 141942 141942 -9999 0 0.000000
## 120 1 108 141942 141942 -9999 0 64.746918
## 121 1 108 141942 141942 -9999 0 0.000000
## 122 1 108 141942 141942 -9999 0 0.000000
## 123 1 108 141942 141942 -9999 0 0.000000
## 124 1 108 141942 141942 -9999 0 0.000000
## 125 1 108 141942 141942 -9999 0 0.000000
## 126 1 108 141942 141942 -9999 0 0.000000
## 127 1 108 141942 141942 -9999 0 5.310921
## 128 1 108 141942 141942 -9999 0 113.260921
## 129 1 108 141942 141942 -9999 0 23.598921
## 130 1 108 141942 141942 -9999 0 0.000000
## 131 1 108 141942 141942 -9999 0 16.740921
## 132 1 108 141942 141942 -9999 0 0.000000
## 133 1 108 141942 141942 -9999 0 0.000000
## 134 1 108 141942 141942 -9999 0 0.000000
## 135 1 108 141942 141942 -9999 0 0.000000
## 136 1 108 141942 141942 -9999 0 0.000000
## 137 1 108 141942 141942 -9999 0 0.000000
## 138 1 108 141942 141942 -9999 0 0.000000
## 139 1 108 141942 141942 -9999 0 0.000000
## 140 1 108 141942 141942 -9999 0 0.000000
## 141 1 108 141942 141942 -9999 0 2.516923
## 142 1 108 141942 141942 -9999 0 18.264923
## 143 1 108 141942 141942 -9999 0 4.802925
## 144 1 108 141942 141942 -9999 0 0.230925
## 145 1 108 141942 141942 -9999 0 0.484925
## 146 1 108 141942 141942 -9999 0 0.000000
## 147 1 108 141942 141942 -9999 0 0.000000
## 148 1 108 141942 141942 -9999 0 0.000000
## 149 1 108 141942 141942 -9999 0 0.000000
## 150 1 108 141942 141942 -9999 0 10.898925
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 5124.138 2310.986 151.6383 451
## 2 0 5131.190 2314.167 152.1876 451
## 3 0 5138.254 2317.353 149.1517 451
## 4 0 5145.315 2320.537 172.0816 451
## 5 0 5152.367 2323.718 166.9154 451
## 6 0 5159.405 2326.892 170.5243 451
## 7 0 5166.415 2330.053 186.6765 451
## 8 0 5173.388 2333.198 179.3509 451
## 9 0 5180.326 2336.327 173.2011 451
## 10 0 5187.239 2339.445 167.9062 451
## 11 0 5194.130 2342.552 163.2629 451
## 12 0 5200.999 2345.651 159.1336 451
## 13 0 5207.854 2348.742 155.4208 451
## 14 0 5214.693 2351.826 152.0956 451
## 15 0 5221.510 2354.901 149.0883 451
## 16 0 5228.309 2357.967 146.3085 451
## 17 0 5235.089 2361.025 143.7274 451
## 18 0 5241.850 2364.074 141.3213 451
## 19 0 5248.592 2367.115 139.0702 451
## 20 0 5255.309 2370.144 136.9574 451
## 21 0 5262.005 2373.164 134.9685 451
## 22 0 5268.680 2376.175 133.0913 451
## 23 0 5275.332 2379.175 131.7729 451
## 24 0 5281.960 2382.164 130.0656 451
## 25 0 5288.559 2385.140 132.3264 451
## 26 0 5295.115 2388.097 192.5943 451
## 27 0 5301.578 2391.012 215.6850 451
## 28 0 5307.899 2393.862 201.5270 451
## 29 0 5314.117 2396.667 191.2828 451
## 30 0 5320.261 2399.438 183.2109 451
## 31 0 5326.343 2402.180 176.8719 451
## 32 0 5332.370 2404.899 171.1486 451
## 33 0 5338.346 2407.594 166.1749 451
## 34 0 5344.279 2410.270 161.7823 451
## 35 0 5350.166 2412.925 157.8541 451
## 36 0 5356.012 2415.561 158.7774 451
## 37 0 5361.811 2418.177 178.2624 451
## 38 0 5367.562 2420.770 178.1846 451
## 39 0 5373.260 2423.340 172.2956 451
## 40 0 5378.910 2425.889 167.1958 451
## 41 0 5384.520 2428.419 162.7039 451
## 42 0 5390.082 2430.927 172.7267 451
## 43 0 5395.597 2433.414 192.0201 451
## 44 0 5401.042 2435.870 183.8572 451
## 45 0 5406.430 2438.300 177.1276 451
## 46 0 5411.764 2440.706 171.4044 451
## 47 0 5417.050 2443.090 172.9408 451
## 48 0 5422.291 2445.453 172.3733 451
## 49 0 5427.482 2447.794 171.7641 451
## 50 0 5432.623 2450.113 197.0661 451
## 51 0 5437.693 2452.399 195.5186 451
## 52 0 5442.685 2454.651 195.5469 451
## 53 0 5447.561 2456.850 227.0275 451
## 54 0 5452.243 2458.962 221.4929 451
## 55 0 5456.756 2460.997 217.0485 451
## 56 0 5460.759 2462.802 252.7469 451
## 57 0 5459.129 2462.067 202.2841 451
## 58 0 5452.843 2459.232 208.7752 451
## 59 0 5446.635 2456.433 208.7163 451
## 60 0 5440.520 2453.675 206.1744 451
## 61 0 5434.515 2450.966 209.5889 451
## 62 0 5428.599 2448.298 206.8813 451
## 63 0 5422.763 2445.666 213.5233 451
## 64 0 5416.951 2443.045 212.5089 451
## 65 0 5411.175 2440.440 210.9573 451
## 66 0 5405.463 2437.864 210.2890 451
## 67 0 5399.605 2435.222 232.2688 451
## 68 0 5393.287 2432.372 225.4381 451
## 69 0 5386.690 2429.397 220.2312 451
## 70 0 5379.991 2426.376 216.3900 451
## 71 0 5373.258 2423.339 219.4134 451
## 72 0 5366.462 2420.275 218.2795 451
## 73 0 5359.656 2417.205 214.3947 451
## 74 0 5352.711 2414.073 231.1924 451
## 75 0 5344.897 2410.548 243.4467 451
## 76 0 5335.872 2406.478 232.9649 451
## 77 0 5326.257 2402.142 225.7804 451
## 78 0 5316.449 2397.719 220.2995 451
## 79 0 5306.678 2393.312 215.9809 451
## 80 0 5296.970 2388.934 224.6918 451
## 81 0 5287.187 2384.522 220.6850 451
## 82 0 5277.461 2380.135 216.5530 451
## 83 0 5267.927 2375.835 212.8364 451
## 84 0 5258.679 2371.664 209.7909 451
## 85 0 5249.775 2367.648 208.9385 451
## 86 0 5241.186 2363.775 214.4433 451
## 87 0 5232.835 2360.009 211.1168 451
## 88 0 5224.775 2356.373 208.3227 451
## 89 0 5217.060 2352.894 205.5271 451
## 90 0 5209.721 2349.584 203.0644 451
## 91 0 5202.756 2346.443 206.7304 451
## 92 0 5196.129 2343.454 204.0811 451
## 93 0 5189.792 2340.596 213.2562 451
## 94 0 5183.613 2337.810 216.2984 451
## 95 0 5177.556 2335.078 213.3362 451
## 96 0 5171.669 2332.423 210.1559 451
## 97 0 5166.013 2329.872 207.2771 451
## 98 0 5160.580 2327.422 214.3631 451
## 99 0 5155.271 2325.027 215.7373 451
## 100 0 5150.076 2322.684 212.2624 451
## 101 0 5145.058 2320.421 209.2160 451
## 102 0 5140.272 2318.263 206.3721 451
## 103 0 5135.649 2316.178 220.5131 451
## 104 0 5131.029 2314.094 216.0421 451
## 105 0 5126.487 2312.046 212.2520 451
## 106 0 5122.113 2310.073 208.9007 451
## 107 0 5117.967 2308.203 205.9649 451
## 108 0 5114.085 2306.452 203.4599 451
## 109 0 5110.478 2304.826 205.1873 451
## 110 0 5107.141 2303.320 202.6078 451
## 111 0 5104.066 2301.934 205.1093 451
## 112 0 5101.173 2300.629 216.3106 451
## 113 0 5098.354 2299.357 212.5879 451
## 114 0 5095.639 2298.133 211.2076 451
## 115 0 5093.075 2296.977 208.1379 451
## 116 0 5090.699 2295.905 205.3424 451
## 117 0 5088.548 2294.935 202.7389 451
## 118 0 5086.643 2294.076 200.4684 451
## 119 0 5085.001 2293.335 198.5412 451
## 120 0 5083.275 2292.557 237.6976 451
## 121 0 5080.936 2291.502 229.3651 451
## 122 0 5078.241 2290.287 222.8086 451
## 123 0 5075.432 2289.020 217.6332 451
## 124 0 5072.664 2287.771 213.5897 451
## 125 0 5070.029 2286.583 209.9687 451
## 126 0 5067.596 2285.486 207.0190 451
## 127 0 5065.390 2284.491 208.0310 451
## 128 0 5060.524 2282.296 251.7731 451
## 129 0 5051.153 2278.070 248.3916 451
## 130 0 5039.631 2272.874 235.8547 451
## 131 0 5027.152 2267.246 237.3057 451
## 132 0 5014.072 2261.346 228.7084 451
## 133 0 5001.082 2255.488 222.4457 451
## 134 0 4988.600 2249.859 217.5539 451
## 135 0 4976.867 2244.567 213.3473 451
## 136 0 4965.999 2239.666 209.7199 451
## 137 0 4956.064 2235.185 206.6404 451
## 138 0 4947.082 2231.134 203.8520 451
## 139 0 4939.050 2227.511 201.2882 451
## 140 0 4931.940 2224.305 199.2798 451
## 141 0 4925.719 2221.499 199.0981 451
## 142 0 4920.260 2219.037 210.1799 451
## 143 0 4915.371 2216.832 210.9714 451
## 144 0 4911.003 2214.862 208.5937 451
## 145 0 4907.168 2213.133 206.6662 451
## 146 0 4903.878 2211.649 203.9502 451
## 147 0 4901.150 2210.419 201.4777 451
## 148 0 4898.979 2209.439 199.2005 451
## 149 0 4897.359 2208.709 197.1165 451
## 150 0 4896.251 2208.209 202.8769 451
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 154.9076 50.24567 840.8871 0.000000 1.888792
## 2 154.9076 50.24567 840.3298 0.000000 1.841118
## 3 154.9076 50.24567 839.8073 0.000000 1.795457
## 4 154.9076 50.24567 839.4732 0.156908 1.753414
## 5 154.9076 50.24567 839.2703 0.261774 1.716805
## 6 154.9076 50.24567 839.0801 0.249900 1.681504
## 7 154.9076 50.24567 839.1719 0.512106 1.650505
## 8 154.9076 50.24567 839.3622 0.596052 1.625279
## 9 154.9076 50.24567 839.3712 0.398414 1.597949
## 10 154.9076 50.24567 839.2804 0.279739 1.568715
## 11 154.9076 50.24567 839.1334 0.203872 1.538768
## 12 154.9076 50.24567 838.9554 0.153021 1.508764
## 13 154.9076 50.24567 838.7626 0.117638 1.479073
## 14 154.9076 50.24567 838.5221 0.050448 1.449520
## 15 154.9076 50.24567 838.2510 0.000000 1.419778
## 16 154.9076 50.24567 837.9992 0.000000 1.390893
## 17 154.9076 50.24567 837.7660 0.000000 1.363029
## 18 154.9076 50.24567 837.5505 0.000000 1.336132
## 19 154.9076 50.24567 837.3522 0.000000 1.310158
## 20 154.9076 50.24567 837.1698 0.000000 1.285061
## 21 154.9076 50.24567 837.0030 0.000000 1.260806
## 22 154.9076 50.24567 836.8513 0.000000 1.237349
## 23 154.9076 50.24567 836.7137 0.000000 1.214654
## 24 154.9076 50.24567 836.5897 0.000000 1.192689
## 25 154.9076 50.24567 836.4787 0.000000 1.171426
## 26 154.9076 50.24567 836.9048 0.529545 1.154648
## 27 154.9076 50.24567 839.1520 2.363649 1.157452
## 28 154.9076 50.24567 841.4629 2.458207 1.177122
## 29 154.9076 50.24567 842.5770 1.276224 1.181097
## 30 154.9076 50.24567 843.1732 0.762049 1.174485
## 31 154.9076 50.24567 843.5078 0.498987 1.163039
## 32 154.9076 50.24567 843.6941 0.346716 1.149211
## 33 154.9076 50.24567 843.7872 0.248199 1.134106
## 34 154.9076 50.24567 843.8224 0.183666 1.118368
## 35 154.9076 50.24567 843.8203 0.139572 1.102372
## 36 154.9076 50.24567 843.8115 0.125843 1.086467
## 37 154.9076 50.24567 843.9746 0.292526 1.072106
## 38 154.9076 50.24567 844.2922 0.444009 1.060808
## 39 154.9076 50.24567 844.5417 0.373870 1.049811
## 40 154.9076 50.24567 844.6865 0.265794 1.037720
## 41 154.9076 50.24567 844.7661 0.195623 1.024882
## 42 154.9076 50.24567 844.8993 0.245359 1.012287
## 43 154.9076 50.24567 845.4556 0.667160 1.003305
## 44 154.9076 50.24567 846.1326 0.792742 0.998837
## 45 154.9076 50.24567 846.5288 0.513203 0.991902
## 46 154.9076 50.24567 846.7646 0.352164 0.982679
## 47 154.9076 50.24567 846.9582 0.308018 0.972557
## 48 154.9076 50.24567 847.1623 0.316409 0.962710
## 49 154.9076 50.24567 847.3565 0.305098 0.953027
## 50 154.9076 50.24567 848.0713 0.826526 0.946559
## 51 154.9076 50.24567 849.1959 1.245251 0.947364
## 52 154.9076 50.24567 850.2623 1.196981 0.948745
## 53 154.9076 50.24567 854.1338 4.028970 0.966990
## 54 154.9076 50.24567 859.1520 5.235885 1.017660
## 55 154.9076 50.24567 862.9833 4.100553 1.060995
## 56 154.9076 50.24567 886.1457 23.630512 1.248945
## 57 154.9076 50.24567 1011.4634 128.274254 3.719609
## 58 154.9076 50.24567 1008.5607 2.109434 5.759834
## 59 154.9076 50.24567 1006.0353 2.422871 5.686274
## 60 154.9076 50.24567 1003.4043 2.253674 5.615140
## 61 154.9076 50.24567 1000.9328 2.346703 5.542786
## 62 154.9076 50.24567 998.5184 2.347575 5.481226
## 63 154.9076 50.24567 996.5074 2.701507 5.427110
## 64 154.9076 50.24567 994.8280 3.012062 5.402559
## 65 154.9076 50.24567 992.9781 2.816799 5.374898
## 66 154.9076 50.24567 991.0122 2.666007 5.337964
## 67 154.9076 50.24567 992.1649 5.840235 5.390229
## 68 154.9076 50.24567 993.8076 6.530839 5.588317
## 69 154.9076 50.24567 993.6834 4.884904 5.707638
## 70 154.9076 50.24567 992.5422 3.912712 5.752234
## 71 154.9076 50.24567 991.4023 3.931796 5.770497
## 72 154.9076 50.24567 990.3473 4.047211 5.802083
## 73 154.9076 50.24567 988.7783 3.544072 5.814869
## 74 154.9076 50.24567 989.4405 5.840156 5.880760
## 75 154.9076 50.24567 996.1403 12.267759 6.269902
## 76 154.9076 50.24567 1000.1544 10.128751 6.816883
## 77 154.9076 50.24567 1000.4565 6.691798 7.095017
## 78 154.9076 50.24567 998.9000 4.932184 7.198015
## 79 154.9076 50.24567 996.2906 3.876659 7.200170
## 80 154.9076 50.24567 994.4685 4.653648 7.196343
## 81 154.9076 50.24567 992.8032 4.861827 7.253488
## 82 154.9076 50.24567 990.2518 3.971512 7.256695
## 83 154.9076 50.24567 987.0571 3.263304 7.199269
## 84 154.9076 50.24567 983.4566 2.749955 7.099139
## 85 154.9076 50.24567 979.7343 2.496928 6.976004
## 86 154.9076 50.24567 976.5307 2.897644 6.866491
## 87 154.9076 50.24567 973.4793 2.962735 6.786264
## 88 154.9076 50.24567 970.1090 2.534540 6.684359
## 89 154.9076 50.24567 966.5293 2.192910 6.560265
## 90 154.9076 50.24567 962.8158 1.911348 6.420086
## 91 154.9076 50.24567 959.3450 2.007321 6.280575
## 92 154.9076 50.24567 956.0242 2.025833 6.156632
## 93 154.9076 50.24567 953.3313 2.541365 6.050377
## 94 154.9076 50.24567 951.5006 3.350514 6.003849
## 95 154.9076 50.24567 949.6399 3.287259 5.977727
## 96 154.9076 50.24567 947.3609 2.811011 5.926358
## 97 154.9076 50.24567 944.7622 2.406398 5.848108
## 98 154.9076 50.24567 942.6379 2.799233 5.773104
## 99 154.9076 50.24567 941.1222 3.370436 5.741985
## 100 154.9076 50.24567 939.4194 3.151514 5.716772
## 101 154.9076 50.24567 937.2953 2.670166 5.663705
## 102 154.9076 50.24567 934.8796 2.294178 5.586308
## 103 154.9076 50.24567 933.6612 3.435511 5.536240
## 104 154.9076 50.24567 932.8948 3.902505 5.556870
## 105 154.9076 50.24567 931.4177 3.173883 5.544860
## 106 154.9076 50.24567 929.4698 2.647112 5.495737
## 107 154.9076 50.24567 927.2082 2.251353 5.420794
## 108 154.9076 50.24567 924.7482 1.953649 5.328298
## 109 154.9076 50.24567 922.3706 1.931584 5.230516
## 110 154.9076 50.24567 920.0333 1.871479 5.137439
## 111 154.9076 50.24567 917.8145 1.889938 5.043693
## 112 154.9076 50.24567 916.6522 2.882703 4.986152
## 113 154.9076 50.24567 915.8454 3.223038 4.977287
## 114 154.9076 50.24567 914.6881 2.841784 4.952153
## 115 154.9076 50.24567 913.2650 2.527658 4.910639
## 116 154.9076 50.24567 911.5529 2.171903 4.850066
## 117 154.9076 50.24567 909.6367 1.885620 4.774291
## 118 154.9076 50.24567 907.5855 1.657530 4.687660
## 119 154.9076 50.24567 905.4583 1.481702 4.593997
## 120 154.9076 50.24567 908.7867 6.987504 4.648633
## 121 154.9076 50.24567 912.9911 8.151669 4.940544
## 122 154.9076 50.24567 914.5817 5.713874 5.122120
## 123 154.9076 50.24567 914.6834 4.294149 5.197358
## 124 154.9076 50.24567 913.9048 3.416374 5.206958
## 125 154.9076 50.24567 912.5639 2.814483 5.174557
## 126 154.9076 50.24567 910.8559 2.378680 5.113431
## 127 154.9076 50.24567 909.1310 2.280786 5.039817
## 128 154.9076 50.24567 941.8378 37.914942 6.243256
## 129 154.9076 50.24567 955.0053 20.395464 8.259024
## 130 154.9076 50.24567 958.8844 12.118414 9.284387
## 131 154.9076 50.24567 960.2423 10.082342 9.788041
## 132 154.9076 50.24567 959.1278 7.944334 10.144046
## 133 154.9076 50.24567 955.6190 5.576604 10.193750
## 134 154.9076 50.24567 950.9456 4.248962 10.053568
## 135 154.9076 50.24567 945.6798 3.388197 9.808758
## 136 154.9076 50.24567 940.1321 2.779381 9.503883
## 137 154.9076 50.24567 934.5031 2.340088 9.167167
## 138 154.9076 50.24567 928.9136 2.008746 8.816694
## 139 154.9076 50.24567 923.4326 1.744598 8.463094
## 140 154.9076 50.24567 918.1183 1.544941 8.113852
## 141 154.9076 50.24567 913.0718 1.460089 7.777798
## 142 154.9076 50.24567 908.9534 2.086554 7.490597
## 143 154.9076 50.24567 905.6382 2.671245 7.285314
## 144 154.9076 50.24567 902.3941 2.544138 7.099674
## 145 154.9076 50.24567 899.0901 2.277208 6.904140
## 146 154.9076 50.24567 895.7393 2.015391 6.699738
## 147 154.9076 50.24567 892.3543 1.758062 6.486908
## 148 154.9076 50.24567 888.9861 1.549224 6.270126
## 149 154.9076 50.24567 885.6713 1.377728 6.053385
## 150 154.9076 50.24567 882.7497 1.561008 5.850748
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.000000
## 2 0 0 0 0.000000 0 0.000000
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.000000
## 5 0 0 0 0.000000 0 0.000000
## 6 0 0 0 0.000000 0 0.000000
## 7 0 0 0 0.000000 0 0.000000
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.057387 0 0.057387
## 16 0 0 0 0.000000 0 0.000000
## 17 0 0 0 0.000000 0 0.000000
## 18 0 0 0 0.000000 0 0.000000
## 19 0 0 0 0.000000 0 0.000000
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.000000 0 0.000000
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.000000
## 26 0 0 0 0.000000 0 0.000000
## 27 0 0 0 0.000000 0 0.000000
## 28 0 0 0 0.057363 0 0.057363
## 29 0 0 0 0.000000 0 0.000000
## 30 0 0 0 0.000000 0 0.000000
## 31 0 0 0 0.000000 0 0.000000
## 32 0 0 0 0.057348 0 0.057348
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.000000
## 38 0 0 0 0.000000 0 0.000000
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.000000
## 43 0 0 0 0.000000 0 0.000000
## 44 0 0 0 0.000000 0 0.000000
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.023178
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.000000 0 0.000000
## 50 0 0 0 0.000000 0 0.023144
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.023144
## 53 0 0 0 0.000000 0 0.023144
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.000000
## 56 0 0 0 0.000000 0 0.023135
## 57 0 0 0 0.000000 0 0.008747
## 58 0 0 0 0.000000 0 0.023135
## 59 0 0 0 0.000000 0 0.023135
## 60 0 0 0 0.000000 0 0.000000
## 61 0 0 0 0.000000 0 0.023135
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.023125
## 64 0 0 0 0.000000 0 0.023125
## 65 0 0 0 0.000000 0 0.023125
## 66 0 0 0 0.000000 0 0.020758
## 67 0 0 0 0.000000 0 0.013569
## 68 0 0 0 0.000000 0 0.009556
## 69 0 0 0 0.000000 0 0.000000
## 70 0 0 0 0.000000 0 0.023125
## 71 0 0 0 0.000000 0 0.023116
## 72 0 0 0 0.000000 0 0.023116
## 73 0 0 0 0.000000 0 0.000000
## 74 0 0 0 0.000000 0 0.023116
## 75 0 0 0 0.000000 0 0.023116
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.000000
## 80 0 0 0 0.000000 0 0.023108
## 81 0 0 0 0.057204 0 0.080312
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.000000
## 85 0 0 0 0.000000 0 0.023108
## 86 0 0 0 0.000000 0 0.023108
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.000000
## 91 0 0 0 0.000000 0 0.023101
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.023101
## 94 0 0 0 0.000000 0 0.023101
## 95 0 0 0 0.057172 0 0.057172
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.023095
## 99 0 0 0 0.000000 0 0.023095
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.023090
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.000000
## 109 0 0 0 0.000000 0 0.023090
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.023086
## 112 0 0 0 0.000000 0 0.023086
## 113 0 0 0 0.000000 0 0.000000
## 114 0 0 0 0.000000 0 0.023086
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.000000
## 120 0 0 0 0.000000 0 0.023082
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.023079
## 128 0 0 0 0.000000 0 0.023079
## 129 0 0 0 0.000000 0 0.023079
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.023079
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.000000
## 141 0 0 0 0.000000 0 0.023077
## 142 0 0 0 0.000000 0 0.023077
## 143 0 0 0 0.000000 0 0.023075
## 144 0 0 0 0.000000 0 0.023075
## 145 0 0 0 0.000000 0 0.023075
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.023075
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.096102
## 2 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.063798
## 3 0.743804 3.037903 0.000000 0.000000 0 0.000000 7.031435
## 4 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.998846
## 5 0.743804 4.904407 0.000000 0.000000 0 0.000000 6.966015
## 6 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.933805
## 7 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.902792
## 8 0.743804 6.729562 0.000000 0.000000 0 0.000000 6.871359
## 9 0.000000 5.751386 0.000000 0.000000 0 0.000000 6.840504
## 10 0.000000 5.015202 0.000000 0.000000 0 0.000000 6.810205
## 11 0.000000 4.439443 0.000000 0.000000 0 0.000000 6.780382
## 12 0.000000 3.976209 0.000000 0.000000 0 0.000000 6.750650
## 13 0.000000 3.595257 0.000000 0.000000 0 0.000000 6.721106
## 14 0.000000 3.276433 0.000000 0.000000 0 0.000000 6.691377
## 15 0.000000 3.009108 0.704613 0.000000 0 0.000000 6.661698
## 16 0.000000 2.781542 0.704613 0.000000 0 0.000000 6.632969
## 17 0.000000 2.582769 0.704613 0.000000 0 0.000000 6.603410
## 18 0.000000 2.407811 0.704613 0.000000 0 0.000000 6.574774
## 19 0.000000 2.252763 0.704613 0.000000 0 0.000000 6.545584
## 20 0.000000 2.114515 0.704613 0.000000 0 0.000000 6.517106
## 21 0.000000 1.990565 0.704613 0.000000 0 0.000000 6.488161
## 22 0.000000 1.878877 0.704613 0.000000 0 0.000000 6.459637
## 23 0.000000 1.777779 1.339613 0.000000 0 0.000000 6.430911
## 24 0.000000 1.708973 1.339613 0.000000 0 0.000000 6.402501
## 25 0.000000 0.000000 0.000000 1.339613 0 0.000000 6.374345
## 26 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.346600
## 27 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.319455
## 28 0.000000 11.699775 1.448441 0.000000 0 0.000000 6.295128
## 29 0.000000 8.968010 1.448441 0.000000 0 0.000000 6.271607
## 30 0.000000 7.309895 1.448441 0.000000 0 0.000000 6.249464
## 31 0.000000 6.173055 1.945066 0.000000 0 0.000000 6.227172
## 32 0.000000 5.376594 2.199066 0.000000 0 0.000000 6.206363
## 33 0.000000 4.725543 2.199066 0.000000 0 0.000000 6.185696
## 34 0.000000 4.208942 2.199066 0.000000 0 0.000000 6.164343
## 35 0.000000 3.788637 2.199066 0.000000 0 0.000000 6.144574
## 36 0.000000 0.000000 0.000000 2.199066 0 0.000000 6.124549
## 37 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.104171
## 38 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.084124
## 39 0.743804 5.515159 0.000000 0.000000 0 0.000000 6.065162
## 40 0.000000 4.833946 0.000000 0.000000 0 0.000000 6.046530
## 41 0.000000 4.296309 0.000000 0.000000 0 0.000000 6.027534
## 42 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.009080
## 43 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.990437
## 44 0.743804 7.370178 0.000000 0.000000 0 0.000000 5.972886
## 45 0.000000 6.216444 0.000000 0.000000 0 0.000000 5.955915
## 46 0.000000 5.370939 0.000000 0.000000 0 0.000000 5.939356
## 47 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.922616
## 48 0.254668 0.251072 0.000000 0.000000 0 0.000002 5.906794
## 49 0.309826 0.303882 0.000000 0.000000 0 0.000185 5.890539
## 50 0.000000 0.000000 0.000000 13.404020 0 0.000956 5.874439
## 51 0.309326 0.298975 0.000000 0.000000 0 0.003283 5.859142
## 52 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.844463
## 53 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.830340
## 54 0.305505 0.292377 0.000000 0.000000 0 0.006356 5.818001
## 55 0.438298 0.321945 0.000000 0.000000 0 0.021854 5.806436
## 56 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.796703
## 57 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.813921
## 58 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.858695
## 59 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.904937
## 60 0.367978 0.264623 0.000000 0.000000 0 0.023571 5.951453
## 61 0.000000 0.000000 0.000000 0.000000 0 0.000000 5.995864
## 62 0.479155 0.330283 0.000000 0.000000 0 0.029729 6.040343
## 63 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.083816
## 64 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.126115
## 65 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.167398
## 66 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.208133
## 67 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.248434
## 68 0.407811 0.270886 0.000000 0.000000 0 0.028992 6.288124
## 69 0.335992 0.290775 0.000000 0.000000 0 0.031154 6.330869
## 70 0.115438 0.011735 0.000000 0.000000 0 0.000000 6.372392
## 71 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.413333
## 72 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.454613
## 73 0.581456 0.304928 0.000000 0.000000 0 0.035882 6.495105
## 74 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.536760
## 75 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.581031
## 76 0.621589 0.322329 0.000000 0.000000 0 0.030730 6.630536
## 77 0.122214 0.441963 0.000000 0.000000 0 0.050701 6.681379
## 78 0.000000 0.487131 0.000000 0.000000 0 0.061590 6.735220
## 79 0.000000 0.387374 0.000000 0.000000 0 0.054584 6.790494
## 80 0.000000 0.000000 0.000000 0.000000 0 0.000000 6.842827
## 81 0.000000 0.000000 0.000000 1.041979 0 0.002671 6.897986
## 82 0.283814 0.160505 0.000000 0.000000 0 0.000006 6.952999
## 83 0.459989 0.434498 0.000000 0.000000 0 0.018775 7.006371
## 84 0.000000 0.266919 0.000000 0.000000 0 0.028708 7.060062
## 85 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.111510
## 86 0.000000 0.000000 0.000000 4.505382 0 0.004629 7.160020
## 87 0.743804 0.352953 0.000000 0.000000 0 0.010790 7.210155
## 88 0.000000 0.259604 0.000000 0.000000 0 0.000011 7.258215
## 89 0.000000 0.541866 0.000000 0.000000 0 0.060789 7.303575
## 90 0.000000 0.478948 0.000000 0.000000 0 0.072404 7.347441
## 91 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.389597
## 92 0.743804 0.538051 0.000000 0.000000 0 0.085415 7.429788
## 93 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.468016
## 94 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.504972
## 95 0.000000 0.000000 0.000000 0.450828 0 0.000006 7.540340
## 96 0.743804 0.356453 0.000000 0.000000 0 0.012846 7.575737
## 97 0.000000 0.429510 0.000000 0.000000 0 0.042838 7.608169
## 98 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.641228
## 99 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.671136
## 100 0.725928 0.302694 0.000000 0.000000 0 0.020626 7.700263
## 101 0.017875 0.340922 0.000000 0.000000 0 0.035378 7.728979
## 102 0.000000 0.471700 0.000000 0.000000 0 0.077991 7.755878
## 103 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.781443
## 104 0.743804 0.486061 0.000000 0.000000 0 0.082440 7.806303
## 105 0.000000 0.529127 0.000000 0.000000 0 0.087052 7.830841
## 106 0.000000 0.581252 0.000000 0.000000 0 0.122978 7.853943
## 107 0.000000 0.560885 0.000000 0.000000 0 0.123543 7.874729
## 108 0.000000 0.449285 0.000000 0.000000 0 0.102020 7.894704
## 109 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.912308
## 110 0.743804 0.610007 0.000000 0.000000 0 0.098044 7.928050
## 111 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.941819
## 112 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.953988
## 113 0.743804 0.443675 0.000000 0.000000 0 0.055930 7.965333
## 114 0.000000 0.000000 0.000000 0.000000 0 0.000000 7.976266
## 115 0.743804 0.460848 0.000000 0.000000 0 0.081197 7.985152
## 116 0.000000 0.531057 0.000000 0.000000 0 0.092592 7.993619
## 117 0.000000 0.590902 0.000000 0.000000 0 0.127001 8.000145
## 118 0.000000 0.501626 0.000000 0.000000 0 0.111331 8.005247
## 119 0.000000 0.362458 0.000000 0.000000 0 0.083041 8.008067
## 120 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.009912
## 121 0.484734 0.180874 0.000000 0.000000 0 0.000010 8.014593
## 122 0.259069 0.722933 0.000000 0.000000 0 0.119658 8.021048
## 123 0.000000 0.732829 0.000000 0.000000 0 0.148378 8.028003
## 124 0.000000 0.533830 0.000000 0.000000 0 0.093339 8.034638
## 125 0.000000 0.680083 0.000000 0.000000 0 0.126388 8.041141
## 126 0.000000 0.474151 0.000000 0.000000 0 0.096865 8.045907
## 127 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.049678
## 128 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.055529
## 129 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.086745
## 130 0.743804 0.346810 0.000000 0.000000 0 0.071737 8.134137
## 131 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.189569
## 132 0.743804 0.541425 0.000000 0.000000 0 0.111474 8.251177
## 133 0.000000 0.562598 0.000000 0.000000 0 0.123583 8.315219
## 134 0.000000 0.541538 0.000000 0.000000 0 0.101273 8.378830
## 135 0.000000 0.674764 0.000000 0.000000 0 0.143665 8.439532
## 136 0.000000 0.702846 0.000000 0.000000 0 0.145132 8.496853
## 137 0.000000 0.611422 0.000000 0.000000 0 0.127961 8.549827
## 138 0.000000 0.649022 0.000000 0.000000 0 0.130637 8.597768
## 139 0.000000 0.689753 0.000000 0.000000 0 0.129470 8.641120
## 140 0.000000 0.374851 0.000000 0.000000 0 0.088575 8.679366
## 141 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.711684
## 142 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.741588
## 143 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.766419
## 144 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.788766
## 145 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.808645
## 146 0.743804 0.587126 0.000000 0.000000 0 0.113392 8.824803
## 147 0.000000 0.610203 0.000000 0.000000 0 0.104240 8.837138
## 148 0.000000 0.627054 0.000000 0.000000 0 0.100974 8.846297
## 149 0.000000 0.612509 0.000000 0.000000 0 0.093791 8.852424
## 150 0.000000 0.000000 0.000000 0.000000 0 0.000000 8.854225
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 10.865096 -0.106283 0.336227 1000 0.743804 1.000000 100
## 2 10.801501 -0.115047 0.337445 1000 0.743804 1.000000 100
## 3 10.737685 -0.119695 0.330713 1000 0.000000 0.000000 100
## 4 10.674214 -0.119147 0.381556 1000 0.743804 1.000000 100
## 5 10.611376 -0.116211 0.370101 1000 0.000000 0.000000 100
## 6 10.548071 -0.117467 0.378103 1000 0.743804 1.000000 100
## 7 10.484567 -0.119636 0.413917 1000 0.743804 1.000000 100
## 8 10.421887 -0.112179 0.397674 1000 0.000000 0.000000 100
## 9 10.359013 -0.103826 0.384038 1000 0.000000 0.000000 100
## 10 10.298503 -0.104880 0.372298 1000 0.000000 0.000000 100
## 11 10.238833 -0.104336 0.362002 1000 0.000000 0.000000 100
## 12 10.179712 -0.101066 0.352846 1000 0.000000 0.000000 100
## 13 10.123405 -0.101040 0.344614 1000 0.000000 0.000000 100
## 14 10.064533 -0.099457 0.337241 1000 0.000000 0.000000 100
## 15 10.005934 -0.093185 0.330573 1000 0.000000 0.000000 100
## 16 9.949197 -0.086534 0.324409 1000 0.000000 0.000000 100
## 17 9.892828 -0.084533 0.318686 1000 0.000000 0.000000 100
## 18 9.837559 -0.085837 0.313351 1000 0.000000 0.000000 100
## 19 9.782659 -0.080166 0.308360 1000 0.000000 0.000000 100
## 20 9.727415 -0.079115 0.303675 1000 0.000000 0.000000 100
## 21 9.673283 -0.077534 0.299265 1000 0.000000 0.000000 100
## 22 9.620254 -0.079671 0.295103 1000 0.000000 0.000000 100
## 23 9.566613 -0.086825 0.292179 1000 0.000000 0.000000 100
## 24 9.514039 -0.094070 0.288394 1000 0.000000 0.000000 100
## 25 9.461599 -0.096886 0.293407 1000 0.743804 1.000000 100
## 26 9.406985 -0.103655 0.427038 1000 0.743804 1.000000 100
## 27 9.350419 -0.096511 0.478237 1000 0.743804 1.000000 100
## 28 9.293356 -0.088362 0.446845 1000 0.000000 0.000000 100
## 29 9.238244 -0.085348 0.424130 1000 0.000000 0.000000 100
## 30 9.185966 -0.086223 0.406233 1000 0.000000 0.000000 100
## 31 9.134522 -0.090395 0.392177 1000 0.000000 0.000000 100
## 32 9.085249 -0.082032 0.379487 1000 0.000000 0.000000 100
## 33 9.036045 -0.083605 0.368459 1000 0.000000 0.000000 100
## 34 8.988153 -0.089943 0.358719 1000 0.000000 0.000000 100
## 35 8.941493 -0.092490 0.350009 1000 0.000000 0.000000 100
## 36 8.895760 -0.101340 0.352056 1000 0.743804 1.000000 100
## 37 8.848730 -0.104141 0.395260 1000 0.743804 1.000000 100
## 38 8.804453 -0.099237 0.395088 1000 0.743804 1.000000 100
## 39 8.759466 -0.096419 0.382030 1000 0.000000 0.000000 100
## 40 8.715626 -0.097867 0.370722 1000 0.000000 0.000000 100
## 41 8.673588 -0.100553 0.360763 1000 0.000000 0.000000 100
## 42 8.629740 -0.103177 0.382986 1000 0.743804 1.000000 100
## 43 8.588710 -0.107421 0.425765 1000 0.743804 1.000000 100
## 44 8.543918 -0.100561 0.407666 1000 0.000000 0.000000 100
## 45 8.503028 -0.094349 0.392744 1000 0.000000 0.000000 100
## 46 8.461507 -0.098026 0.380054 1000 0.000000 0.000000 100
## 47 8.421083 -0.084261 0.383461 1000 0.743804 1.000000 100
## 48 8.382571 -0.093241 0.382202 1000 0.489136 0.657614 100
## 49 8.342594 -0.088981 0.380852 1000 0.179310 0.241071 100
## 50 8.304714 -0.085316 0.436954 1000 0.743804 1.000000 100
## 51 8.266234 -0.083248 0.433522 1000 0.434478 0.584129 100
## 52 8.226477 -0.080947 0.433585 1000 0.743804 1.000000 100
## 53 8.187152 -0.079064 0.503387 1000 0.743804 1.000000 100
## 54 8.147134 -0.083472 0.491115 1000 0.438298 0.589266 100
## 55 8.111308 -0.037731 0.481261 1000 0.000000 0.000000 100
## 56 8.070134 -0.019152 0.560414 1000 0.743804 1.000000 100
## 57 8.035398 -0.069659 0.448523 1000 0.743804 1.000000 100
## 58 8.035671 -0.013064 0.462916 1000 0.743804 1.000000 100
## 59 8.053584 -0.040121 0.462786 1000 0.743804 1.000000 100
## 60 8.078172 -0.010600 0.457149 1000 0.375825 0.505275 100
## 61 8.105460 0.026038 0.464720 1000 0.743804 1.000000 100
## 62 8.134232 -0.011906 0.458717 1000 0.264649 0.355804 100
## 63 8.164404 -0.027313 0.473444 1000 0.743804 1.000000 100
## 64 8.196373 -0.028393 0.471195 1000 0.743804 1.000000 100
## 65 8.229302 -0.012960 0.467755 1000 0.743804 1.000000 100
## 66 8.263758 -0.045409 0.466273 1000 0.743804 1.000000 100
## 67 8.294270 -0.071374 0.515008 1000 0.743804 1.000000 100
## 68 8.326476 0.014470 0.499863 1000 0.335992 0.451722 100
## 69 8.364828 0.011489 0.488318 1000 0.000000 0.000000 100
## 70 8.405283 0.009486 0.479800 1000 0.000000 0.000000 100
## 71 8.448082 0.062174 0.486504 1000 0.743804 1.000000 100
## 72 8.492168 0.009623 0.483990 1000 0.743804 1.000000 100
## 73 8.538308 -0.004419 0.475376 1000 0.162348 0.218267 100
## 74 8.582852 -0.011701 0.512622 1000 0.743804 1.000000 100
## 75 8.624654 0.012654 0.539793 1000 0.743804 1.000000 100
## 76 8.675017 -0.036849 0.516552 1000 0.122214 0.164310 100
## 77 8.734818 -0.000054 0.500622 1000 0.000000 0.000000 100
## 78 8.800429 0.028120 0.488469 1000 0.000000 0.000000 100
## 79 8.869623 0.053359 0.478893 1000 0.000000 0.000000 100
## 80 8.940666 -0.037733 0.498208 1000 0.743804 1.000000 100
## 81 9.012904 -0.073818 0.489324 1000 0.743804 1.000000 100
## 82 9.089148 -0.107250 0.480162 1000 0.459989 0.618428 100
## 83 9.164610 -0.050086 0.471921 1000 0.000000 0.000000 100
## 84 9.239746 -0.006139 0.465168 1000 0.000000 0.000000 100
## 85 9.314961 -0.019103 0.463278 1000 0.743804 1.000000 100
## 86 9.387725 -0.059913 0.475484 1000 0.743804 1.000000 100
## 87 9.458142 -0.052551 0.468108 1000 0.000000 0.000000 100
## 88 9.527715 -0.098373 0.461913 1000 0.000000 0.000000 100
## 89 9.596923 0.016320 0.455714 1000 0.000000 0.000000 100
## 90 9.662531 0.107197 0.450254 1000 0.000000 0.000000 100
## 91 9.726133 0.127305 0.458382 1000 0.743804 1.000000 100
## 92 9.787873 0.128287 0.452508 1000 0.000000 0.000000 100
## 93 9.844101 0.054105 0.472852 1000 0.743804 1.000000 100
## 94 9.899844 0.050443 0.479597 1000 0.743804 1.000000 100
## 95 9.956368 -0.106148 0.473029 1000 0.743804 1.000000 100
## 96 10.010669 -0.052294 0.465978 1000 0.000000 0.000000 100
## 97 10.062474 -0.015317 0.459595 1000 0.000000 0.000000 100
## 98 10.114549 -0.027416 0.475306 1000 0.743804 1.000000 100
## 99 10.162970 0.018092 0.478353 1000 0.743804 1.000000 100
## 100 10.211254 -0.038827 0.470648 1000 0.017875 0.024032 100
## 101 10.260277 -0.011395 0.463894 1000 0.000000 0.000000 100
## 102 10.307500 0.132598 0.457588 1000 0.000000 0.000000 100
## 103 10.350173 0.202200 0.488942 1000 0.743804 1.000000 100
## 104 10.391565 0.098039 0.479029 1000 0.000000 0.000000 100
## 105 10.433480 0.089673 0.470625 1000 0.000000 0.000000 100
## 106 10.476105 0.207176 0.463194 1000 0.000000 0.000000 100
## 107 10.517814 0.213060 0.456685 1000 0.000000 0.000000 100
## 108 10.557727 0.210564 0.451131 1000 0.000000 0.000000 100
## 109 10.594834 0.084175 0.454961 1000 0.743804 1.000000 100
## 110 10.631601 0.056644 0.449241 1000 0.000000 0.000000 100
## 111 10.663834 0.087302 0.454788 1000 0.743804 1.000000 100
## 112 10.694211 0.020671 0.479624 1000 0.743804 1.000000 100
## 113 10.723711 -0.023830 0.471370 1000 0.000000 0.000000 100
## 114 10.751048 -0.031253 0.468310 1000 0.743804 1.000000 100
## 115 10.779625 0.075979 0.461503 1000 0.000000 0.000000 100
## 116 10.806196 0.077400 0.455305 1000 0.000000 0.000000 100
## 117 10.831656 0.194409 0.449532 1000 0.000000 0.000000 100
## 118 10.855031 0.192979 0.444497 1000 0.000000 0.000000 100
## 119 10.876159 0.188753 0.440224 1000 0.000000 0.000000 100
## 120 10.890785 0.066745 0.527046 1000 0.743804 1.000000 100
## 121 10.906693 -0.156980 0.508570 1000 0.259069 0.348303 100
## 122 10.929003 0.059055 0.494032 1000 0.000000 0.000000 100
## 123 10.953762 0.170564 0.482557 1000 0.000000 0.000000 100
## 124 10.980982 0.050881 0.473591 1000 0.000000 0.000000 100
## 125 11.008274 0.102456 0.465563 1000 0.000000 0.000000 100
## 126 11.035160 0.120852 0.459022 1000 0.000000 0.000000 100
## 127 11.060422 -0.026998 0.461266 1000 0.743804 1.000000 100
## 128 11.069368 -0.036697 0.558255 1000 0.743804 1.000000 100
## 129 11.088371 0.010827 0.550757 1000 0.743804 1.000000 100
## 130 11.176986 0.061723 0.522959 1000 0.000000 0.000000 100
## 131 11.285930 -0.024843 0.526177 1000 0.743804 1.000000 100
## 132 11.410778 0.041942 0.507114 1000 0.000000 0.000000 100
## 133 11.542067 0.010829 0.493228 1000 0.000000 0.000000 100
## 134 11.672210 -0.183915 0.482381 1000 0.000000 0.000000 100
## 135 11.801550 -0.413117 0.473054 1000 0.000000 0.000000 100
## 136 11.922905 0.212012 0.465011 1000 0.000000 0.000000 100
## 137 12.038001 0.205451 0.458183 1000 0.000000 0.000000 100
## 138 12.145231 0.193960 0.452000 1000 0.000000 0.000000 100
## 139 12.244013 0.174033 0.446315 1000 0.000000 0.000000 100
## 140 12.332044 0.213546 0.441862 1000 0.000000 0.000000 100
## 141 12.412633 0.202459 0.441459 1000 0.743804 1.000000 100
## 142 12.484508 0.209085 0.466031 1000 0.743804 1.000000 100
## 143 12.548005 0.204109 0.467786 1000 0.743804 1.000000 100
## 144 12.606962 0.208350 0.462514 1000 0.743804 1.000000 100
## 145 12.660206 0.184177 0.458240 1000 0.743804 1.000000 100
## 146 12.707488 0.161927 0.452218 1000 0.000000 0.000000 100
## 147 12.749596 0.126156 0.446736 1000 0.000000 0.000000 100
## 148 12.784562 0.107828 0.441686 1000 0.000000 0.000000 100
## 149 12.814406 0.089845 0.437065 1000 0.000000 0.000000 100
## 150 12.837345 0.189600 0.449838 1000 0.743804 1.000000 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.089072 0 0 0.254 0.000183 0.000000
## 2 0.000000 0.089086 0 0 0.762 0.000549 0.000000
## 3 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 4 0.000000 0.089086 0 0 32.766 0.023087 0.000000
## 5 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 6 0.000000 0.089086 0 0 6.096 0.003859 0.000000
## 7 0.000000 0.089086 0 0 23.114 0.016664 0.000000
## 8 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 9 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 10 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 11 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 12 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 13 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 14 0.000000 0.089086 0 0 0.000 0.000000 0.000000
## 15 0.000000 0.089086 0 0 0.762 0.000000 0.000000
## 16 0.000000 0.089072 0 0 0.000 0.000000 0.000000
## 17 0.000000 0.089072 0 0 0.000 0.000000 0.000000
## 18 0.000000 0.089072 0 0 0.000 0.000000 0.000000
## 19 0.000000 0.089072 0 0 0.000 0.000000 0.000000
## 20 0.000000 0.089072 0 0 0.000 0.000000 0.000000
## 21 0.000000 0.089072 0 0 0.000 0.000000 0.000000
## 22 0.000000 0.089072 0 0 0.000 0.000000 0.000000
## 23 0.000000 0.089047 0 0 1.270 0.000458 0.000000
## 24 0.000000 0.089047 0 0 0.000 0.000000 0.000000
## 25 0.000000 0.089047 0 0 2.540 0.002261 0.000000
## 26 0.000000 0.089047 0 0 84.328 0.060797 0.000000
## 27 0.000000 0.089047 0 0 35.306 0.025454 0.000000
## 28 0.000000 0.089047 0 0 0.762 0.000000 0.000000
## 29 0.000000 0.089047 0 0 0.000 0.000000 0.000000
## 30 0.000000 0.089047 0 0 0.000 0.000000 0.000000
## 31 0.000000 0.089023 0 0 1.016 0.000333 0.000000
## 32 0.000000 0.089023 0 0 0.254 0.000000 0.000000
## 33 0.000000 0.089023 0 0 0.000 0.000000 0.000000
## 34 0.000000 0.089023 0 0 0.000 0.000000 0.000000
## 35 0.000000 0.089023 0 0 0.000 0.000000 0.000000
## 36 0.000000 0.089023 0 0 0.000 0.001049 0.000000
## 37 0.000000 0.089023 0 0 27.432 0.019777 0.000000
## 38 0.000000 0.089023 0 0 0.508 0.000366 0.000000
## 39 0.000000 0.088980 0 0 0.000 0.000000 0.000000
## 40 0.000000 0.088980 0 0 0.000 0.000000 0.000000
## 41 0.000000 0.088980 0 0 0.000 0.000000 0.000000
## 42 0.000000 0.088980 0 0 14.986 0.010268 0.000000
## 43 0.000000 0.088980 0 0 27.686 0.019961 0.000000
## 44 0.000000 0.088980 0 0 0.000 0.000000 0.000000
## 45 0.000000 0.088980 0 0 0.000 0.000000 0.000000
## 46 0.000000 0.088980 0 0 0.000 0.000000 0.000000
## 47 0.000000 0.088942 0 0 3.302 0.001844 29.633830
## 48 0.006699 0.088942 0 0 0.000 0.000000 0.000000
## 49 0.008428 0.088942 0 0 0.000 0.000000 0.000000
## 50 0.005445 0.088942 0 0 36.830 0.026129 0.000000
## 51 0.008950 0.088942 0 0 0.000 0.000000 0.000000
## 52 0.000000 0.088942 0 0 2.032 0.001225 43.665189
## 53 0.000000 0.088942 0 0 49.276 0.035510 26.589404
## 54 0.009490 0.088942 0 0 0.000 0.000000 0.000000
## 55 0.030470 0.088908 0 0 0.000 0.000000 0.000000
## 56 0.000000 0.088908 0 0 83.058 0.059329 52.764722
## 57 0.000000 0.088908 0 0 107.950 0.077811 0.762706
## 58 0.000000 0.088908 0 0 11.938 0.008601 13.150817
## 59 0.000000 0.088908 0 0 3.302 0.002364 31.158640
## 60 0.029139 0.088908 0 0 0.000 0.000000 0.000000
## 61 0.000000 0.088908 0 0 8.382 0.005761 95.179266
## 62 0.036341 0.088908 0 0 0.000 0.000000 0.000000
## 63 0.000000 0.088864 0 0 13.462 0.009343 102.516071
## 64 0.000000 0.088864 0 0 2.794 0.001998 490.850446
## 65 0.000000 0.088864 0 0 1.778 0.001265 139.071569
## 66 0.000000 0.088864 0 0 2.794 0.001998 5.557159
## 67 0.000000 0.088864 0 0 38.608 0.027820 2.164490
## 68 0.036391 0.088864 0 0 0.000 0.000000 0.000000
## 69 0.037804 0.088864 0 0 0.000 0.000000 0.000000
## 70 0.000000 0.088864 0 0 0.254 0.000083 0.000000
## 71 0.000000 0.088826 0 0 10.414 0.006955 252.027233
## 72 0.000000 0.088826 0 0 4.064 0.002913 321.073051
## 73 0.047148 0.088826 0 0 0.000 0.000000 0.000000
## 74 0.000000 0.088826 0 0 32.004 0.022638 105.972140
## 75 0.000000 0.088826 0 0 34.036 0.024522 210.574186
## 76 0.045438 0.088826 0 0 0.000 0.000000 0.000000
## 77 0.067484 0.088826 0 0 0.000 0.000000 0.000000
## 78 0.078301 0.088826 0 0 0.000 0.000000 0.000000
## 79 0.066086 0.088793 0 0 0.000 0.000000 0.000000
## 80 0.000000 0.088793 0 0 19.304 0.013365 88.589281
## 81 0.030969 0.088793 0 0 1.270 0.000858 0.000000
## 82 0.017358 0.088793 0 0 0.000 0.000000 0.000000
## 83 0.056176 0.088793 0 0 0.000 0.000000 0.000000
## 84 0.039627 0.088793 0 0 0.000 0.000000 0.000000
## 85 0.000000 0.088793 0 0 3.048 0.001645 122.737404
## 86 0.028150 0.088793 0 0 11.684 0.008407 0.000000
## 87 0.044921 0.088765 0 0 0.000 0.000000 0.000000
## 88 0.029729 0.088765 0 0 0.000 0.000000 0.000000
## 89 0.082121 0.088765 0 0 0.000 0.000000 0.000000
## 90 0.086429 0.088765 0 0 0.000 0.000000 0.000000
## 91 0.000000 0.088765 0 0 8.636 0.005673 1718.515770
## 92 0.103117 0.088765 0 0 0.000 0.000000 0.000000
## 93 0.000000 0.088765 0 0 17.018 0.011716 239.308922
## 94 0.000000 0.088765 0 0 8.890 0.006393 2975.410260
## 95 0.016797 0.088741 0 0 0.508 0.000325 0.000000
## 96 0.045942 0.088741 0 0 0.000 0.000000 0.000000
## 97 0.061812 0.088741 0 0 0.000 0.000000 0.000000
## 98 0.000000 0.088741 0 0 14.478 0.009885 284.668168
## 99 0.000000 0.088741 0 0 6.604 0.004745 1539.334560
## 100 0.040902 0.088741 0 0 0.000 0.000000 0.000000
## 101 0.049841 0.088741 0 0 0.000 0.000000 0.000000
## 102 0.093036 0.088741 0 0 0.000 0.000000 0.000000
## 103 0.000000 0.088720 0 0 25.146 0.017576 448.481500
## 104 0.103527 0.088720 0 0 0.000 0.000000 0.000000
## 105 0.111038 0.088720 0 0 0.000 0.000000 0.000000
## 106 0.149125 0.088720 0 0 0.000 0.000000 0.000000
## 107 0.161595 0.088720 0 0 0.000 0.000000 0.000000
## 108 0.126865 0.088720 0 0 0.000 0.000000 0.000000
## 109 0.000000 0.088720 0 0 5.842 0.003659 4780.675333
## 110 0.126854 0.088720 0 0 0.000 0.000000 0.000000
## 111 0.000000 0.088702 0 0 6.858 0.004391 1474.405081
## 112 0.000000 0.088702 0 0 19.558 0.014084 2631.465271
## 113 0.082498 0.088702 0 0 0.000 0.000000 0.000000
## 114 0.000000 0.088702 0 0 2.794 0.001461 689.965000
## 115 0.100182 0.088702 0 0 0.000 0.000000 0.000000
## 116 0.115136 0.088702 0 0 0.000 0.000000 0.000000
## 117 0.155183 0.088702 0 0 0.000 0.000000 0.000000
## 118 0.134340 0.088702 0 0 0.000 0.000000 0.000000
## 119 0.097376 0.088687 0 0 0.000 0.000000 0.000000
## 120 0.000000 0.088687 0 0 64.770 0.046144 3790.946573
## 121 0.028141 0.088687 0 0 0.000 0.000000 0.000000
## 122 0.153895 0.088687 0 0 0.000 0.000000 0.000000
## 123 0.224242 0.088687 0 0 0.000 0.000000 0.000000
## 124 0.115959 0.088687 0 0 0.000 0.000000 0.000000
## 125 0.155615 0.088687 0 0 0.000 0.000000 0.000000
## 126 0.114112 0.088687 0 0 0.000 0.000000 0.000000
## 127 0.000000 0.088674 0 0 5.334 0.003293 91.278056
## 128 0.000000 0.088674 0 0 113.284 0.081657 79.185778
## 129 0.000000 0.088674 0 0 23.622 0.017014 246.283735
## 130 0.083270 0.088674 0 0 0.000 0.000000 0.000000
## 131 0.000000 0.088674 0 0 16.764 0.011533 1230.678249
## 132 0.132283 0.088674 0 0 0.000 0.000000 0.000000
## 133 0.149875 0.088674 0 0 0.000 0.000000 0.000000
## 134 0.122752 0.088674 0 0 0.000 0.000000 0.000000
## 135 0.179069 0.088666 0 0 0.000 0.000000 0.000000
## 136 0.216077 0.088666 0 0 0.000 0.000000 0.000000
## 137 0.195434 0.088666 0 0 0.000 0.000000 0.000000
## 138 0.211029 0.088666 0 0 0.000 0.000000 0.000000
## 139 0.231546 0.088666 0 0 0.000 0.000000 0.000000
## 140 0.113755 0.088666 0 0 0.000 0.000000 0.000000
## 141 0.000000 0.088666 0 0 2.540 0.001278 2146.411892
## 142 0.000000 0.088666 0 0 18.288 0.013168 3755.385424
## 143 0.000000 0.088656 0 0 4.826 0.003463 2342.336995
## 144 0.000000 0.088656 0 0 0.254 0.000166 4008.832535
## 145 0.000000 0.088656 0 0 0.508 0.000350 4719.371358
## 146 0.202685 0.088656 0 0 0.000 0.000000 0.000000
## 147 0.221803 0.088656 0 0 0.000 0.000000 0.000000
## 148 0.231998 0.088656 0 0 0.000 0.000000 0.000000
## 149 0.231590 0.088656 0 0 0.000 0.000000 0.000000
## 150 0.000000 0.088656 0 0 10.922 0.007321 2474.636044
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 2 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 3 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 4 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 5 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 6 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 7 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 8 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 9 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 10 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 11 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 12 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 13 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 14 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 15 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 16 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 17 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 18 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 19 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 20 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 21 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 22 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 23 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 24 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 25 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 26 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 27 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 28 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 29 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 30 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 31 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 32 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 33 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 34 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 35 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 36 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 37 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 38 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 39 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 40 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 41 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 42 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 43 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 44 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 45 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 46 0.0000 0.000000 0.00000 0 0.000000 0.0000
## 47 408.9991 3.589153 55.38215 0 29.633830 408.9991
## 48 159.1544 6.928397 66.02059 0 57.204280 486.5804
## 49 168.4598 11.427569 70.55511 0 94.351679 518.5064
## 50 0.0000 1.101098 35.66564 0 9.091214 263.8414
## 51 161.5196 7.519489 67.08212 0 62.084632 494.2258
## 52 457.2791 5.288586 61.98364 0 43.665189 457.2791
## 53 394.9654 3.220422 53.46956 0 26.589404 394.9654
## 54 148.6910 5.119692 61.45720 0 42.270720 453.4414
## 55 447.7518 18.592121 185.50531 0 154.070633 1367.7743
## 56 954.4488 6.367262 129.12552 0 52.764722 954.4488
## 57 137.2997 0.092038 18.53483 0 0.762706 137.2997
## 58 530.4602 1.586945 71.66973 0 13.150817 530.4602
## 59 771.9629 3.759998 104.36957 0 31.158640 771.9629
## 60 312.6975 6.284989 128.47496 0 52.082931 949.6582
## 61 1181.8750 11.485540 160.06922 0 95.179266 1181.8750
## 62 413.2239 13.995554 170.69185 0 115.979440 1259.6758
## 63 1146.3670 12.311795 155.28441 0 102.516071 1146.3670
## 64 1669.7191 58.949294 228.10007 0 490.850446 1669.7191
## 65 1273.4068 16.701973 172.63484 0 139.071569 1273.4068
## 66 324.0382 0.667394 43.76161 0 5.557159 324.0382
## 67 206.1810 0.259947 27.83718 0 2.164490 206.1810
## 68 324.2349 8.243970 133.43774 0 68.644699 985.8985
## 69 363.7464 11.200913 150.00126 0 93.266137 1107.6053
## 70 382.4212 12.891049 157.87525 0 107.339319 1165.3637
## 71 2041.1582 30.144548 276.80985 0 252.027233 2041.1582
## 72 2210.2493 38.403001 300.00124 0 321.073051 2210.2493
## 73 704.7195 35.523970 292.55220 0 297.002552 2156.0133
## 74 1468.2699 12.675147 198.71115 0 105.972140 1468.2699
## 75 1898.0601 25.186420 257.27521 0 210.574186 1898.0601
## 76 784.2999 53.843461 327.73181 0 450.164931 2410.5730
## 77 875.8905 119.371963 374.87798 0 998.024088 2738.0055
## 78 867.4783 141.211995 374.72074 0 1180.620382 2729.5294
## 79 870.8640 85.031886 367.25561 0 713.399366 2694.1314
## 80 1307.4634 10.559182 176.89051 0 88.589281 1307.4634
## 81 0.0000 62.417482 340.59519 0 523.669346 2503.8670
## 82 553.5023 19.567190 228.42308 0 164.164549 1686.4431
## 83 839.0109 234.661936 375.95878 0 1968.763529 2710.2809
## 84 685.6939 35.195452 284.56447 0 295.282322 2097.4382
## 85 1499.6426 14.629384 203.00078 0 122.737404 1499.6426
## 86 0.0000 38.333730 293.04712 0 321.611807 2159.2862
## 87 954.6554 175.751263 413.75385 0 1478.931992 3011.3843
## 88 914.8097 104.142411 387.45645 0 876.349562 2838.8745
## 89 783.0449 334.550897 366.12004 0 2815.217460 2608.7448
## 90 953.0071 182.794662 414.07146 0 1538.201599 3011.5368
## 91 2998.5392 204.222587 413.22122 0 1718.515770 2998.5392
## 92 927.9156 225.925677 409.90381 0 1901.145436 2967.1714
## 93 1913.1905 28.438661 259.35646 0 239.308922 1913.1905
## 94 2519.6005 353.587666 354.89410 0 2975.410260 2519.6005
## 95 0.0000 24.209179 240.23417 0 204.243502 1773.0907
## 96 987.5431 214.796188 431.75369 0 1812.152525 3134.7470
## 97 961.2730 260.729928 427.31282 0 2199.677755 3087.9202
## 98 2016.9840 33.741993 273.53254 0 284.668168 2016.9840
## 99 3124.5199 182.458811 429.05198 0 1539.334560 3124.5199
## 100 945.7922 116.214385 401.29284 0 980.455908 2938.8585
## 101 966.7981 133.475154 412.20771 0 1126.078348 3014.5221
## 102 991.9929 190.419500 430.24229 0 1606.495815 3130.9300
## 103 2749.7385 53.041094 373.11978 0 448.481500 2749.7385
## 104 1317.5590 338.924470 581.91129 0 2865.728134 4213.0476
## 105 1252.2312 431.534628 567.57888 0 3648.780284 4079.5698
## 106 1260.0630 394.629891 565.87294 0 3336.737479 4077.7871
## 107 1304.7251 315.897981 573.62541 0 2671.030899 4158.4140
## 108 1258.7743 177.775571 536.56965 0 1503.156305 3924.4262
## 109 3598.1587 565.401803 507.93913 0 4780.675333 3598.1587
## 110 1021.8604 592.308532 495.03371 0 5008.181390 3494.5927
## 111 3956.9344 174.042345 540.61254 0 1474.405081 3956.9344
## 112 4301.8796 310.624531 592.43459 0 2631.465271 4301.8796
## 113 1320.5393 411.398038 591.36664 0 3485.171135 4265.0862
## 114 3170.8900 81.445139 430.97648 0 689.965000 3170.8900
## 115 1353.2219 330.314115 594.19343 0 2798.266182 4309.2730
## 116 1273.9854 473.247932 580.39838 0 4009.134412 4166.0697
## 117 1279.9356 466.380884 581.93458 0 3950.960004 4179.4233
## 118 1355.1961 304.132642 591.61024 0 2576.469030 4297.6302
## 119 1237.2023 148.784748 522.97528 0 1262.503069 3834.5559
## 120 4408.6231 446.759334 611.67395 0 3790.946573 4408.6231
## 121 948.5027 64.401439 394.66000 0 546.474117 2907.1155
## 122 681.2892 981.625274 401.74501 0 8329.515879 2703.0695
## 123 1087.1181 722.209487 534.32031 0 6128.260499 3758.2489
## 124 1286.8386 547.775287 593.65114 0 4648.110716 4246.7867
## 125 931.9129 829.713140 484.66677 0 7040.475589 3360.1582
## 126 1394.9890 351.635583 612.92247 0 2983.780318 4444.4840
## 127 1338.2331 10.741991 180.94843 0 91.278056 1338.2331
## 128 1252.3313 9.318920 169.30617 0 79.185778 1252.3313
## 129 2090.9178 28.983721 283.17276 0 246.283735 2090.9178
## 130 1302.1407 178.606038 552.73414 0 1517.671345 4047.9310
## 131 3821.8048 144.831466 520.97845 0 1230.678249 3821.8048
## 132 1363.7082 539.961340 622.57322 0 4588.220324 4466.6704
## 133 1369.5778 531.583563 623.92753 0 4517.031733 4479.0014
## 134 1316.9972 598.514077 610.78996 0 5085.761236 4363.3083
## 135 1117.2523 836.034832 557.51471 0 7109.813659 3906.4506
## 136 1148.5962 783.712696 563.88817 0 6664.855362 3967.8246
## 137 1355.0084 571.350289 622.02765 0 4858.881395 4456.1202
## 138 1298.2869 640.933312 607.42407 0 5450.629859 4329.0819
## 139 1231.5829 709.354099 588.61055 0 6032.494423 4171.1534
## 140 1294.5161 179.883084 549.50202 0 1529.763066 4024.3099
## 141 4344.4424 252.394112 595.33590 0 2146.411892 4344.4424
## 142 4578.9060 441.591464 633.86435 0 3755.385424 4578.9060
## 143 4456.1274 275.143882 611.05062 0 2342.336995 4456.1274
## 144 4682.9308 470.899682 648.66023 0 4008.832535 4682.9308
## 145 4630.2893 554.363510 644.54717 0 4719.371358 4630.2893
## 146 1423.1276 544.998403 645.44510 0 4639.644944 4639.4308
## 147 1407.4630 573.135301 642.44583 0 4879.178152 4609.7311
## 148 1389.6105 601.360539 638.56562 0 5119.463412 4573.4783
## 149 1412.9363 563.743288 643.54663 0 4799.222673 4620.3834
## 150 4499.1331 290.684462 617.40926 0 2474.636044 4499.1331
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 0.00000 0.000000 0.00000 0 0
## 2 0 0.00000 0.000000 0.00000 0 0
## 3 0 0.00000 0.000000 0.00000 0 0
## 4 0 0.00000 0.000000 0.00000 0 0
## 5 0 0.00000 0.000000 0.00000 0 0
## 6 0 0.00000 0.000000 0.00000 0 0
## 7 0 0.00000 0.000000 0.00000 0 0
## 8 0 0.00000 0.000000 0.00000 0 0
## 9 0 0.00000 0.000000 0.00000 0 0
## 10 0 0.00000 0.000000 0.00000 0 0
## 11 0 0.00000 0.000000 0.00000 0 0
## 12 0 0.00000 0.000000 0.00000 0 0
## 13 0 0.00000 0.000000 0.00000 0 0
## 14 0 0.00000 0.000000 0.00000 0 0
## 15 0 0.00000 0.000000 0.00000 0 0
## 16 0 0.00000 0.000000 0.00000 0 0
## 17 0 0.00000 0.000000 0.00000 0 0
## 18 0 0.00000 0.000000 0.00000 0 0
## 19 0 0.00000 0.000000 0.00000 0 0
## 20 0 0.00000 0.000000 0.00000 0 0
## 21 0 0.00000 0.000000 0.00000 0 0
## 22 0 0.00000 0.000000 0.00000 0 0
## 23 0 0.00000 0.000000 0.00000 0 0
## 24 0 0.00000 0.000000 0.00000 0 0
## 25 0 0.00000 0.000000 0.00000 0 0
## 26 0 0.00000 0.000000 0.00000 0 0
## 27 0 0.00000 0.000000 0.00000 0 0
## 28 0 0.00000 0.000000 0.00000 0 0
## 29 0 0.00000 0.000000 0.00000 0 0
## 30 0 0.00000 0.000000 0.00000 0 0
## 31 0 0.00000 0.000000 0.00000 0 0
## 32 0 0.00000 0.000000 0.00000 0 0
## 33 0 0.00000 0.000000 0.00000 0 0
## 34 0 0.00000 0.000000 0.00000 0 0
## 35 0 0.00000 0.000000 0.00000 0 0
## 36 0 0.00000 0.000000 0.00000 0 0
## 37 0 0.00000 0.000000 0.00000 0 0
## 38 0 0.00000 0.000000 0.00000 0 0
## 39 0 0.00000 0.000000 0.00000 0 0
## 40 0 0.00000 0.000000 0.00000 0 0
## 41 0 0.00000 0.000000 0.00000 0 0
## 42 0 0.00000 0.000000 0.00000 0 0
## 43 0 0.00000 0.000000 0.00000 0 0
## 44 0 0.00000 0.000000 0.00000 0 0
## 45 0 0.00000 0.000000 0.00000 0 0
## 46 0 0.00000 0.000000 0.00000 0 0
## 47 0 34.41279 0.000000 0.00000 0 0
## 48 0 112.75000 0.000000 0.00000 0 0
## 49 0 124.52205 0.000000 0.00000 0 0
## 50 0 -2.23506 1.363682 39.57621 0 0
## 51 0 106.91392 0.000000 0.00000 0 0
## 52 0 46.93868 0.000000 0.00000 0 0
## 53 0 31.18584 0.000000 0.00000 0 0
## 54 0 87.66835 0.000000 0.00000 0 0
## 55 0 260.74096 0.000000 0.00000 0 0
## 56 0 154.89641 0.000000 0.00000 0 0
## 57 0 7.97127 0.000000 0.00000 0 0
## 58 0 58.53473 0.000000 0.00000 0 0
## 59 0 112.64632 0.000000 0.00000 0 0
## 60 0 152.80311 0.000000 0.00000 0 0
## 61 0 209.95867 0.000000 0.00000 0 0
## 62 0 213.00418 0.000000 0.00000 0 0
## 63 0 202.22000 0.000000 0.00000 0 0
## 64 0 365.58383 0.000000 0.00000 0 0
## 65 0 234.36834 0.000000 0.00000 0 0
## 66 0 18.98260 0.000000 0.00000 0 0
## 67 0 11.07258 0.000000 0.00000 0 0
## 68 0 125.79815 0.000000 0.00000 0 0
## 69 0 173.23804 0.000000 0.00000 0 0
## 70 0 207.26090 0.000000 0.00000 0 0
## 71 0 412.27513 0.000000 0.00000 0 0
## 72 0 457.01939 0.000000 0.00000 0 0
## 73 0 410.64715 0.000000 0.00000 0 0
## 74 0 270.86409 0.000000 0.00000 0 0
## 75 0 376.22626 0.000000 0.00000 0 0
## 76 0 496.98461 0.000000 0.00000 0 0
## 77 0 586.39622 0.000000 0.00000 0 0
## 78 0 580.64076 0.000000 0.00000 0 0
## 79 0 528.00373 0.000000 0.00000 0 0
## 80 0 233.50181 0.000000 0.00000 0 0
## 81 0 372.96924 78.550402 375.58005 0 0
## 82 0 381.28859 0.000000 0.00000 0 0
## 83 0 769.69423 0.000000 0.00000 0 0
## 84 0 413.80037 0.000000 0.00000 0 0
## 85 0 278.83527 0.000000 0.00000 0 0
## 86 0 432.22824 48.241771 323.89293 0 0
## 87 0 788.28733 0.000000 0.00000 0 0
## 88 0 709.13814 0.000000 0.00000 0 0
## 89 0 731.17606 0.000000 0.00000 0 0
## 90 0 643.20174 0.000000 0.00000 0 0
## 91 0 782.94897 0.000000 0.00000 0 0
## 92 0 643.53621 0.000000 0.00000 0 0
## 93 0 380.49338 0.000000 0.00000 0 0
## 94 0 824.12193 0.000000 0.00000 0 0
## 95 0 240.54746 30.636525 265.96361 0 0
## 96 0 839.98257 0.000000 0.00000 0 0
## 97 0 798.24122 0.000000 0.00000 0 0
## 98 0 406.33061 0.000000 0.00000 0 0
## 99 0 782.43988 0.000000 0.00000 0 0
## 100 0 686.84185 0.000000 0.00000 0 0
## 101 0 682.58559 0.000000 0.00000 0 0
## 102 0 656.31939 0.000000 0.00000 0 0
## 103 0 580.24281 0.000000 0.00000 0 0
## 104 0 1004.46243 0.000000 0.00000 0 0
## 105 0 1047.88570 0.000000 0.00000 0 0
## 106 0 926.90876 0.000000 0.00000 0 0
## 107 0 872.70891 0.000000 0.00000 0 0
## 108 0 750.66664 0.000000 0.00000 0 0
## 109 0 1224.05291 0.000000 0.00000 0 0
## 110 0 1040.25655 0.000000 0.00000 0 0
## 111 0 943.40151 0.000000 0.00000 0 0
## 112 0 1136.87781 0.000000 0.00000 0 0
## 113 0 1135.44781 0.000000 0.00000 0 0
## 114 0 693.47418 0.000000 0.00000 0 0
## 115 0 1011.91872 0.000000 0.00000 0 0
## 116 0 1078.29287 0.000000 0.00000 0 0
## 117 0 991.62435 0.000000 0.00000 0 0
## 118 0 913.44198 0.000000 0.00000 0 0
## 119 0 744.24918 0.000000 0.00000 0 0
## 120 0 1269.16992 0.000000 0.00000 0 0
## 121 0 677.93733 0.000000 0.00000 0 0
## 122 0 1121.33028 0.000000 0.00000 0 0
## 123 0 1058.36644 0.000000 0.00000 0 0
## 124 0 1146.76551 0.000000 0.00000 0 0
## 125 0 1116.32947 0.000000 0.00000 0 0
## 126 0 1013.50378 0.000000 0.00000 0 0
## 127 0 238.45503 0.000000 0.00000 0 0
## 128 0 218.86233 0.000000 0.00000 0 0
## 129 0 415.08094 0.000000 0.00000 0 0
## 130 0 839.20719 0.000000 0.00000 0 0
## 131 0 882.65630 0.000000 0.00000 0 0
## 132 0 1132.71425 0.000000 0.00000 0 0
## 133 0 1099.19562 0.000000 0.00000 0 0
## 134 0 1184.12525 0.000000 0.00000 0 0
## 135 0 1171.91156 0.000000 0.00000 0 0
## 136 0 1139.77305 0.000000 0.00000 0 0
## 137 0 1111.79346 0.000000 0.00000 0 0
## 138 0 1135.51850 0.000000 0.00000 0 0
## 139 0 1161.20756 0.000000 0.00000 0 0
## 140 0 792.90451 0.000000 0.00000 0 0
## 141 0 1081.84811 0.000000 0.00000 0 0
## 142 0 1288.05978 0.000000 0.00000 0 0
## 143 0 1120.44825 0.000000 0.00000 0 0
## 144 0 1327.58445 0.000000 0.00000 0 0
## 145 0 1384.01957 0.000000 0.00000 0 0
## 146 0 1157.53135 0.000000 0.00000 0 0
## 147 0 1196.68081 0.000000 0.00000 0 0
## 148 0 1219.85664 0.000000 0.00000 0 0
## 149 0 1217.12221 0.000000 0.00000 0 0
## 150 0 1142.45190 0.000000 0.00000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.741506 1 1 4.252074 0 1
## 2 0 0.741506 1 1 4.252074 0 1
## 3 0 0.741506 1 1 4.252074 0 1
## 4 0 0.741506 1 1 4.252074 0 1
## 5 0 0.741506 1 1 4.252074 0 1
## 6 0 0.741506 1 1 4.252074 0 1
## 7 0 0.741506 1 1 4.252074 0 1
## 8 0 0.741506 1 1 4.252074 0 1
## 9 0 0.741506 1 1 4.252074 0 1
## 10 0 0.741506 1 1 4.252074 0 1
## 11 0 0.741506 1 1 4.252074 0 1
## 12 0 0.741506 1 1 4.252074 0 1
## 13 0 0.741506 1 1 4.252074 0 1
## 14 0 0.741506 1 1 4.252074 0 1
## 15 0 0.000000 1 1 0.100000 0 1
## 16 0 0.000000 1 1 0.100000 0 1
## 17 0 0.000000 1 1 0.100000 0 1
## 18 0 0.000000 1 1 0.100000 0 1
## 19 0 0.000000 1 1 0.100000 0 1
## 20 0 0.000000 1 1 0.100000 0 1
## 21 0 0.000000 1 1 0.100000 0 1
## 22 0 0.000000 1 1 0.100000 0 1
## 23 0 0.000000 1 1 0.100000 0 1
## 24 0 0.000000 1 1 0.100000 0 1
## 25 0 0.000000 1 1 0.100000 0 1
## 26 0 0.741506 1 1 4.252074 0 1
## 27 0 0.741506 1 1 4.252074 0 1
## 28 0 0.000000 1 1 0.100000 0 1
## 29 0 0.000000 1 1 0.100000 0 1
## 30 0 0.000000 1 1 0.100000 0 1
## 31 0 0.000000 1 1 0.100000 0 1
## 32 0 0.000000 1 1 0.100000 0 1
## 33 0 0.000000 1 1 0.100000 0 1
## 34 0 0.000000 1 1 0.100000 0 1
## 35 0 0.000000 1 1 0.100000 0 1
## 36 0 0.000000 1 1 0.100000 0 1
## 37 0 0.741506 1 1 4.252074 0 1
## 38 0 0.741506 1 1 4.252074 0 1
## 39 0 0.741506 1 1 4.252074 0 1
## 40 0 0.741506 1 1 4.252074 0 1
## 41 0 0.741506 1 1 4.252074 0 1
## 42 0 0.741506 1 1 4.252074 0 1
## 43 0 0.741506 1 1 4.252074 0 1
## 44 0 0.741506 1 1 4.252074 0 1
## 45 0 0.741506 1 1 4.252074 0 1
## 46 0 0.741506 1 1 4.252074 0 1
## 47 0 0.741506 1 1 4.252074 0 1
## 48 0 0.741506 1 1 4.252074 0 1
## 49 0 0.741506 1 1 4.252074 0 1
## 50 0 0.000000 1 1 0.100000 0 1
## 51 0 0.741506 1 1 4.252074 0 1
## 52 0 0.741506 1 1 4.252074 0 1
## 53 0 0.741506 1 1 4.252074 0 1
## 54 0 0.741506 1 1 4.252074 0 1
## 55 0 0.741506 1 1 4.252074 0 1
## 56 0 0.741506 1 1 4.252074 0 1
## 57 0 0.741506 1 1 4.252074 0 1
## 58 0 0.741506 1 1 4.252074 0 1
## 59 0 0.741506 1 1 4.252074 0 1
## 60 0 0.741506 1 1 4.252074 0 1
## 61 0 0.741506 1 1 4.252074 0 1
## 62 0 0.741506 1 1 4.252074 0 1
## 63 0 0.741506 1 1 4.252074 0 1
## 64 0 0.741506 1 1 4.252074 0 1
## 65 0 0.741506 1 1 4.252074 0 1
## 66 0 0.741506 1 1 4.252074 0 1
## 67 0 0.741506 1 1 4.252074 0 1
## 68 0 0.741506 1 1 4.252074 0 1
## 69 0 0.741506 1 1 4.252074 0 1
## 70 0 0.741506 1 1 4.252074 0 1
## 71 0 0.741506 1 1 4.252074 0 1
## 72 0 0.741506 1 1 4.252074 0 1
## 73 0 0.741506 1 1 4.252074 0 1
## 74 0 0.741506 1 1 4.252074 0 1
## 75 0 0.741506 1 1 4.252074 0 1
## 76 0 0.741506 1 1 4.252074 0 1
## 77 0 0.741506 1 1 4.252074 0 1
## 78 0 0.741506 1 1 4.252074 0 1
## 79 0 0.741506 1 1 4.252074 0 1
## 80 0 0.741506 1 1 4.252074 0 1
## 81 0 0.000000 1 1 0.100000 0 1
## 82 0 0.741506 1 1 4.252074 0 1
## 83 0 0.741506 1 1 4.252074 0 1
## 84 0 0.741506 1 1 4.252074 0 1
## 85 0 0.741506 1 1 4.252074 0 1
## 86 0 0.000000 1 1 0.100000 0 1
## 87 0 0.741506 1 1 4.252074 0 1
## 88 0 0.741506 1 1 4.252074 0 1
## 89 0 0.741506 1 1 4.252074 0 1
## 90 0 0.741506 1 1 4.252074 0 1
## 91 0 0.741506 1 1 4.252074 0 1
## 92 0 0.741506 1 1 4.252074 0 1
## 93 0 0.741506 1 1 4.252074 0 1
## 94 0 0.741506 1 1 4.252074 0 1
## 95 0 0.000000 1 1 0.100000 0 1
## 96 0 0.741506 1 1 4.252074 0 1
## 97 0 0.741506 1 1 4.252074 0 1
## 98 0 0.741506 1 1 4.252074 0 1
## 99 0 0.741506 1 1 4.252074 0 1
## 100 0 0.741506 1 1 4.252074 0 1
## 101 0 0.741506 1 1 4.252074 0 1
## 102 0 0.741506 1 1 4.252074 0 1
## 103 0 0.741506 1 1 4.252074 0 1
## 104 0 0.741506 1 1 4.252074 0 1
## 105 0 0.741506 1 1 4.252074 0 1
## 106 0 0.741506 1 1 4.252074 0 1
## 107 0 0.741506 1 1 4.252074 0 1
## 108 0 0.741506 1 1 4.252074 0 1
## 109 0 0.741506 1 1 4.252074 0 1
## 110 0 0.741506 1 1 4.252074 0 1
## 111 0 0.741506 1 1 4.252074 0 1
## 112 0 0.741506 1 1 4.252074 0 1
## 113 0 0.741506 1 1 4.252074 0 1
## 114 0 0.741506 1 1 4.252074 0 1
## 115 0 0.741506 1 1 4.252074 0 1
## 116 0 0.741506 1 1 4.252074 0 1
## 117 0 0.741506 1 1 4.252074 0 1
## 118 0 0.741506 1 1 4.252074 0 1
## 119 0 0.741506 1 1 4.252074 0 1
## 120 0 0.741506 1 1 4.252074 0 1
## 121 0 0.741506 1 1 4.252074 0 1
## 122 0 0.741506 1 1 4.252074 0 1
## 123 0 0.741506 1 1 4.252074 0 1
## 124 0 0.741506 1 1 4.252074 0 1
## 125 0 0.741506 1 1 4.252074 0 1
## 126 0 0.741506 1 1 4.252074 0 1
## 127 0 0.741506 1 1 4.252074 0 1
## 128 0 0.741506 1 1 4.252074 0 1
## 129 0 0.741506 1 1 4.252074 0 1
## 130 0 0.741506 1 1 4.252074 0 1
## 131 0 0.741506 1 1 4.252074 0 1
## 132 0 0.741506 1 1 4.252074 0 1
## 133 0 0.741506 1 1 4.252074 0 1
## 134 0 0.741506 1 1 4.252074 0 1
## 135 0 0.741506 1 1 4.252074 0 1
## 136 0 0.741506 1 1 4.252074 0 1
## 137 0 0.741506 1 1 4.252074 0 1
## 138 0 0.741506 1 1 4.252074 0 1
## 139 0 0.741506 1 1 4.252074 0 1
## 140 0 0.741506 1 1 4.252074 0 1
## 141 0 0.741506 1 1 4.252074 0 1
## 142 0 0.741506 1 1 4.252074 0 1
## 143 0 0.741506 1 1 4.252074 0 1
## 144 0 0.741506 1 1 4.252074 0 1
## 145 0 0.741506 1 1 4.252074 0 1
## 146 0 0.741506 1 1 4.252074 0 1
## 147 0 0.741506 1 1 4.252074 0 1
## 148 0 0.741506 1 1 4.252074 0 1
## 149 0 0.741506 1 1 4.252074 0 1
## 150 0 0.741506 1 1 4.252074 0 1
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 0.638873 0 14.52856 0 0.000000 0.0000
## 2 0.639965 0 14.52856 0 0.000000 0.0000
## 3 0.641059 0 14.52856 0 0.000000 0.0000
## 4 0.642153 0 14.52856 0 0.000000 0.0000
## 5 0.643245 0 14.52856 0 0.000000 0.0000
## 6 0.644335 0 14.52856 0 0.000000 0.0000
## 7 0.645421 0 14.52856 0 0.000000 0.0000
## 8 0.646501 0 14.52856 0 0.000000 0.0000
## 9 0.647575 0 14.52856 0 0.000000 0.0000
## 10 0.648646 0 14.52856 0 0.000000 0.0000
## 11 0.649713 0 14.52856 0 0.000000 0.0000
## 12 0.650777 0 14.52856 0 0.000000 0.0000
## 13 0.651839 0 14.52856 0 0.000000 0.0000
## 14 0.652898 0 14.52856 0 0.000000 0.0000
## 15 0.653954 0 14.52856 0 0.850000 0.0000
## 16 0.655007 0 14.52856 0 0.799000 0.0000
## 17 0.656057 0 14.52856 0 0.774906 0.0000
## 18 0.657104 0 14.52856 0 0.756135 0.0000
## 19 0.658148 0 14.52856 0 0.740238 0.0000
## 20 0.659188 0 14.52856 0 0.726230 0.0000
## 21 0.660226 0 14.52856 0 0.713594 0.0000
## 22 0.661259 0 14.52856 0 0.702014 0.0000
## 23 0.662290 0 14.52856 0 0.691284 0.0000
## 24 0.663316 0 14.52856 0 0.681256 0.0000
## 25 0.664338 0 14.52856 0 0.479574 0.0000
## 26 0.665354 0 14.52856 0 0.000000 0.0000
## 27 0.666355 0 14.52856 0 0.000000 0.0000
## 28 0.667334 0 14.52856 0 0.850000 0.0000
## 29 0.668298 0 14.52856 0 0.799000 0.0000
## 30 0.669249 0 14.52856 0 0.774906 0.0000
## 31 0.670191 0 14.52856 0 0.756135 0.0000
## 32 0.671125 0 14.52856 0 0.740238 0.0000
## 33 0.672051 0 14.52856 0 0.726230 0.0000
## 34 0.672969 0 14.52856 0 0.713594 0.0000
## 35 0.673881 0 14.52856 0 0.702014 0.0000
## 36 0.674787 0 14.52856 0 0.507112 0.0000
## 37 0.675685 0 14.52856 0 0.000000 0.0000
## 38 0.676576 0 14.52856 0 0.000000 0.0000
## 39 0.677458 0 14.52856 0 0.000000 0.0000
## 40 0.678333 0 14.52856 0 0.000000 0.0000
## 41 0.679202 0 14.52856 0 0.000000 0.0000
## 42 0.680064 0 14.52856 0 0.000000 0.0000
## 43 0.680918 0 14.52856 0 0.000000 0.0000
## 44 0.681762 0 14.52856 0 0.000000 0.0000
## 45 0.682596 0 14.52856 0 0.000000 0.0000
## 46 0.683422 0 14.52856 0 0.000000 0.0000
## 47 0.684241 0 14.52856 0 0.000000 0.0000
## 48 0.685053 0 14.52856 0 0.000000 330.2518
## 49 0.685857 0 14.52856 0 0.000000 383.1125
## 50 0.686653 0 14.52856 0 0.850000 0.0000
## 51 0.687439 0 14.52856 0 0.000000 339.1598
## 52 0.688212 0 14.52856 0 0.000000 0.0000
## 53 0.688968 0 14.52856 0 0.000000 0.0000
## 54 0.689693 0 14.52856 0 0.000000 297.4499
## 55 0.690393 0 14.52856 0 0.000000 921.9086
## 56 0.691015 0 14.52856 0 0.000000 0.0000
## 57 0.690793 0 14.52856 0 0.000000 0.0000
## 58 0.689819 0 14.52856 0 0.000000 0.0000
## 59 0.688857 0 14.52856 0 0.000000 0.0000
## 60 0.687909 0 14.52856 0 0.000000 588.8695
## 61 0.686978 0 14.52856 0 0.000000 0.0000
## 62 0.686061 0 14.52856 0 0.000000 824.8659
## 63 0.685157 0 14.52856 0 0.000000 0.0000
## 64 0.684256 0 14.52856 0 0.000000 0.0000
## 65 0.683362 0 14.52856 0 0.000000 0.0000
## 66 0.682476 0 14.52856 0 0.000000 0.0000
## 67 0.681570 0 14.52856 0 0.000000 0.0000
## 68 0.680592 0 14.52856 0 0.000000 624.8539
## 69 0.679571 0 14.52856 0 0.000000 717.0379
## 70 0.678534 0 14.52856 0 0.000000 763.0115
## 71 0.677491 0 14.52856 0 0.000000 0.0000
## 72 0.676438 0 14.52856 0 0.000000 0.0000
## 73 0.675384 0 14.52856 0 0.000000 1502.9947
## 74 0.674309 0 14.52856 0 0.000000 0.0000
## 75 0.673103 0 14.52856 0 0.000000 0.0000
## 76 0.671708 0 14.52856 0 0.000000 1790.3642
## 77 0.670219 0 14.52856 0 0.000000 2486.5362
## 78 0.668700 0 14.52856 0 0.000000 2651.6565
## 79 0.667187 0 14.52856 0 0.000000 2195.9138
## 80 0.665683 0 14.52856 0 0.000000 0.0000
## 81 0.664168 0 14.52856 0 0.850000 0.0000
## 82 0.662661 0 14.52856 0 0.000000 1112.0446
## 83 0.661184 0 14.52856 0 0.000000 3372.1291
## 84 0.659750 0 14.52856 0 0.000000 1467.7546
## 85 0.658370 0 14.52856 0 0.000000 0.0000
## 86 0.657039 0 14.52856 0 0.850000 0.0000
## 87 0.655745 0 14.52856 0 0.000000 3086.6293
## 88 0.654495 0 14.52856 0 0.000000 2428.8919
## 89 0.653300 0 14.52856 0 0.000000 4098.5211
## 90 0.652162 0 14.52856 0 0.000000 3141.7575
## 91 0.651082 0 14.52856 0 0.000000 0.0000
## 92 0.650054 0 14.52856 0 0.000000 3453.5696
## 93 0.649072 0 14.52856 0 0.000000 0.0000
## 94 0.648115 0 14.52856 0 0.000000 0.0000
## 95 0.647176 0 14.52856 0 0.850000 0.0000
## 96 0.646264 0 14.52856 0 0.000000 3464.6665
## 97 0.645387 0 14.52856 0 0.000000 3797.5652
## 98 0.644545 0 14.52856 0 0.000000 0.0000
## 99 0.643723 0 14.52856 0 0.000000 0.0000
## 100 0.642918 0 14.52856 0 0.000000 2581.5908
## 101 0.642140 0 14.52856 0 0.000000 2759.7423
## 102 0.641398 0 14.52856 0 0.000000 3271.6904
## 103 0.640682 0 14.52856 0 0.000000 0.0000
## 104 0.639966 0 14.52856 0 0.000000 5053.3392
## 105 0.639262 0 14.52856 0 0.000000 5703.2838
## 106 0.638584 0 14.52856 0 0.000000 5413.0092
## 107 0.637941 0 14.52856 0 0.000000 4841.7753
## 108 0.637339 0 14.52856 0 0.000000 3626.0499
## 109 0.636780 0 14.52856 0 0.000000 0.0000
## 110 0.636262 0 14.52856 0 0.000000 6630.6363
## 111 0.635786 0 14.52856 0 0.000000 0.0000
## 112 0.635337 0 14.52856 0 0.000000 0.0000
## 113 0.634900 0 14.52856 0 0.000000 5654.6923
## 114 0.634480 0 14.52856 0 0.000000 0.0000
## 115 0.634082 0 14.52856 0 0.000000 5043.5634
## 116 0.633714 0 14.52856 0 0.000000 6083.6983
## 117 0.633380 0 14.52856 0 0.000000 6037.4094
## 118 0.633084 0 14.52856 0 0.000000 4831.4932
## 119 0.632829 0 14.52856 0 0.000000 3350.1508
## 120 0.632563 0 14.52856 0 0.000000 0.0000
## 121 0.632203 0 14.52856 0 0.000000 2159.7279
## 122 0.631786 0 14.52856 0 0.000000 9248.0377
## 123 0.631351 0 14.52856 0 0.000000 7810.7403
## 124 0.630922 0 14.52856 0 0.000000 6718.5691
## 125 0.630514 0 14.52856 0 0.000000 8428.6575
## 126 0.630136 0 14.52856 0 0.000000 5290.4489
## 127 0.629794 0 14.52856 0 0.000000 0.0000
## 128 0.629057 0 14.52856 0 0.000000 0.0000
## 129 0.627615 0 14.52856 0 0.000000 0.0000
## 130 0.625835 0 14.52856 0 0.000000 3706.9015
## 131 0.623905 0 14.52856 0 0.000000 0.0000
## 132 0.621880 0 14.52856 0 0.000000 6785.6934
## 133 0.619868 0 14.52856 0 0.000000 6726.8520
## 134 0.617933 0 14.52856 0 0.000000 7187.1654
## 135 0.616113 0 14.52856 0 0.000000 8797.3855
## 136 0.614428 0 14.52856 0 0.000000 8420.8158
## 137 0.612886 0 14.52856 0 0.000000 7028.4931
## 138 0.611493 0 14.52856 0 0.000000 7503.4536
## 139 0.610246 0 14.52856 0 0.000000 7951.7001
## 140 0.609142 0 14.52856 0 0.000000 3704.1496
## 141 0.608176 0 14.52856 0 0.000000 0.0000
## 142 0.607329 0 14.52856 0 0.000000 0.0000
## 143 0.606570 0 14.52856 0 0.000000 0.0000
## 144 0.605892 0 14.52856 0 0.000000 0.0000
## 145 0.605297 0 14.52856 0 0.000000 0.0000
## 146 0.604786 0 14.52856 0 0.000000 6928.0406
## 147 0.604362 0 14.52856 0 0.000000 7132.5553
## 148 0.604024 0 14.52856 0 0.000000 7334.0371
## 149 0.603771 0 14.52856 0 0.000000 7064.7091
## 150 0.603599 0 14.52856 0 0.000000 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 2 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 3 0.000000 0.0000 0.003038 0.000000 0 0 0.000000
## 4 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 5 0.000000 0.0000 0.004904 0.000000 0 0 0.000000
## 6 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 7 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 8 0.000000 0.0000 0.006730 0.000000 0 0 0.000000
## 9 0.000000 0.0000 0.005751 0.000000 0 0 0.000000
## 10 0.000000 0.0000 0.005015 0.000000 0 0 0.000000
## 11 0.000000 0.0000 0.004439 0.000000 0 0 0.000000
## 12 0.000000 0.0000 0.003976 0.000000 0 0 0.000000
## 13 0.000000 0.0000 0.003595 0.000000 0 0 0.000000
## 14 0.000000 0.0000 0.003276 0.000000 0 0 0.000000
## 15 0.000000 0.0000 0.003009 0.000000 0 0 0.000000
## 16 0.000000 0.0000 0.002782 0.000000 0 0 0.000000
## 17 0.000000 0.0000 0.002583 0.000000 0 0 0.000000
## 18 0.000000 0.0000 0.002408 0.000000 0 0 0.000000
## 19 0.000000 0.0000 0.002253 0.000000 0 0 0.000000
## 20 0.000000 0.0000 0.002115 0.000000 0 0 0.000000
## 21 0.000000 0.0000 0.001991 0.000000 0 0 0.000000
## 22 0.000000 0.0000 0.001879 0.000000 0 0 0.000000
## 23 0.000000 0.0000 0.001778 0.000000 0 0 4.866495
## 24 0.000000 0.0000 0.001709 0.000000 0 0 0.000000
## 25 0.000000 0.0000 0.000000 0.000000 0 0 0.727419
## 26 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 27 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 28 0.000000 0.0000 0.011700 0.000000 0 0 0.000000
## 29 0.000000 0.0000 0.008968 0.000000 0 0 0.000000
## 30 0.000000 0.0000 0.007310 0.000000 0 0 0.000000
## 31 0.000000 0.0000 0.006173 0.000000 0 0 3.428141
## 32 0.000000 0.0000 0.005377 0.000000 0 0 0.000000
## 33 0.000000 0.0000 0.004726 0.000000 0 0 0.000000
## 34 0.000000 0.0000 0.004209 0.000000 0 0 0.000000
## 35 0.000000 0.0000 0.003789 0.000000 0 0 0.000000
## 36 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 37 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 38 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 39 0.000000 0.0000 0.005515 0.000000 0 0 0.000000
## 40 0.000000 0.0000 0.004834 0.000000 0 0 0.000000
## 41 0.000000 0.0000 0.004296 0.000000 0 0 0.000000
## 42 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 43 0.000000 0.0000 0.000000 0.000000 0 0 0.000000
## 44 0.000000 0.0000 0.007370 0.000000 0 0 0.000000
## 45 0.000000 0.0000 0.006216 0.000000 0 0 0.000000
## 46 0.000000 0.0000 0.005371 0.000000 0 0 0.000000
## 47 29.633830 408.9991 0.000000 0.000000 0 0 0.000000
## 48 57.204280 486.5804 0.000251 0.000000 0 0 0.000000
## 49 94.351679 518.5064 0.000304 0.000000 0 0 0.000000
## 50 9.091214 263.8414 0.000000 0.473841 0 0 86.822063
## 51 62.084632 494.2258 0.000299 0.000000 0 0 0.000000
## 52 43.665189 457.2791 0.000000 0.000000 0 0 0.000000
## 53 26.589404 394.9654 0.000000 0.000000 0 0 0.000000
## 54 42.270720 453.4414 0.000292 0.000000 0 0 0.000000
## 55 154.070633 1367.7743 0.000322 0.000000 0 0 0.000000
## 56 52.764722 954.4488 0.000000 0.000000 0 0 0.000000
## 57 0.762706 137.2997 0.000000 0.000000 0 0 0.000000
## 58 13.150817 530.4602 0.000000 0.000000 0 0 0.000000
## 59 31.158640 771.9629 0.000000 0.000000 0 0 0.000000
## 60 52.082931 949.6582 0.000265 0.000000 0 0 0.000000
## 61 95.179266 1181.8750 0.000000 0.000000 0 0 0.000000
## 62 115.979440 1259.6758 0.000330 0.000000 0 0 0.000000
## 63 102.516071 1146.3670 0.000000 0.000000 0 0 0.000000
## 64 490.850446 1669.7191 0.000000 0.000000 0 0 0.000000
## 65 139.071569 1273.4068 0.000000 0.000000 0 0 0.000000
## 66 5.557159 324.0382 0.000000 0.000000 0 0 0.000000
## 67 2.164490 206.1810 0.000000 0.000000 0 0 0.000000
## 68 68.644699 985.8985 0.000271 0.000000 0 0 0.000000
## 69 93.266137 1107.6053 0.000291 0.000000 0 0 0.000000
## 70 107.339319 1165.3637 0.000012 0.000000 0 0 0.000000
## 71 252.027233 2041.1582 0.000000 0.000000 0 0 0.000000
## 72 321.073051 2210.2493 0.000000 0.000000 0 0 0.000000
## 73 297.002552 2156.0133 0.000305 0.000000 0 0 0.000000
## 74 105.972140 1468.2699 0.000000 0.000000 0 0 0.000000
## 75 210.574186 1898.0601 0.000000 0.000000 0 0 0.000000
## 76 450.164931 2410.5730 0.000322 0.000000 0 0 0.000000
## 77 998.024088 2738.0055 0.000442 0.000000 0 0 0.000000
## 78 1180.620382 2729.5294 0.000487 0.000000 0 0 0.000000
## 79 713.399366 2694.1314 0.000387 0.000000 0 0 0.000000
## 80 88.589281 1307.4634 0.000000 0.000000 0 0 0.000000
## 81 523.669346 2503.8670 0.000000 5.256140 0 0 0.538614
## 82 164.164549 1686.4431 0.000161 0.000000 0 0 0.000000
## 83 1968.763529 2710.2809 0.000434 0.000000 0 0 0.000000
## 84 295.282322 2097.4382 0.000267 0.000000 0 0 0.000000
## 85 122.737404 1499.6426 0.000000 0.000000 0 0 0.000000
## 86 321.611807 2159.2862 0.000000 4.307115 0 0 26.650938
## 87 1478.931992 3011.3843 0.000353 0.000000 0 0 0.000000
## 88 876.349562 2838.8745 0.000260 0.000000 0 0 0.000000
## 89 2815.217460 2608.7448 0.000542 0.000000 0 0 0.000000
## 90 1538.201599 3011.5368 0.000479 0.000000 0 0 0.000000
## 91 1718.515770 2998.5392 0.000000 0.000000 0 0 0.000000
## 92 1901.145436 2967.1714 0.000538 0.000000 0 0 0.000000
## 93 239.308922 1913.1905 0.000000 0.000000 0 0 0.000000
## 94 2975.410260 2519.6005 0.000000 0.000000 0 0 0.000000
## 95 204.243502 1773.0907 0.000000 3.432872 0 0 0.000000
## 96 1812.152525 3134.7470 0.000356 0.000000 0 0 0.000000
## 97 2199.677755 3087.9202 0.000430 0.000000 0 0 0.000000
## 98 284.668168 2016.9840 0.000000 0.000000 0 0 0.000000
## 99 1539.334560 3124.5199 0.000000 0.000000 0 0 0.000000
## 100 980.455908 2938.8585 0.000303 0.000000 0 0 0.000000
## 101 1126.078348 3014.5221 0.000341 0.000000 0 0 0.000000
## 102 1606.495815 3130.9300 0.000472 0.000000 0 0 0.000000
## 103 448.481500 2749.7385 0.000000 0.000000 0 0 0.000000
## 104 2865.728134 4213.0476 0.000486 0.000000 0 0 0.000000
## 105 3648.780284 4079.5698 0.000529 0.000000 0 0 0.000000
## 106 3336.737479 4077.7871 0.000581 0.000000 0 0 0.000000
## 107 2671.030899 4158.4140 0.000561 0.000000 0 0 0.000000
## 108 1503.156305 3924.4262 0.000449 0.000000 0 0 0.000000
## 109 4780.675333 3598.1587 0.000000 0.000000 0 0 0.000000
## 110 5008.181390 3494.5927 0.000610 0.000000 0 0 0.000000
## 111 1474.405081 3956.9344 0.000000 0.000000 0 0 0.000000
## 112 2631.465271 4301.8796 0.000000 0.000000 0 0 0.000000
## 113 3485.171135 4265.0862 0.000444 0.000000 0 0 0.000000
## 114 689.965000 3170.8900 0.000000 0.000000 0 0 0.000000
## 115 2798.266182 4309.2730 0.000461 0.000000 0 0 0.000000
## 116 4009.134412 4166.0697 0.000531 0.000000 0 0 0.000000
## 117 3950.960004 4179.4233 0.000591 0.000000 0 0 0.000000
## 118 2576.469030 4297.6302 0.000502 0.000000 0 0 0.000000
## 119 1262.503069 3834.5559 0.000362 0.000000 0 0 0.000000
## 120 3790.946573 4408.6231 0.000000 0.000000 0 0 0.000000
## 121 546.474117 2907.1155 0.000181 0.000000 0 0 0.000000
## 122 8329.515879 2703.0695 0.000723 0.000000 0 0 0.000000
## 123 6128.260499 3758.2489 0.000733 0.000000 0 0 0.000000
## 124 4648.110716 4246.7867 0.000534 0.000000 0 0 0.000000
## 125 7040.475589 3360.1582 0.000680 0.000000 0 0 0.000000
## 126 2983.780318 4444.4840 0.000474 0.000000 0 0 0.000000
## 127 91.278056 1338.2331 0.000000 0.000000 0 0 0.000000
## 128 79.185778 1252.3313 0.000000 0.000000 0 0 0.000000
## 129 246.283735 2090.9178 0.000000 0.000000 0 0 0.000000
## 130 1517.671345 4047.9310 0.000347 0.000000 0 0 0.000000
## 131 1230.678249 3821.8048 0.000000 0.000000 0 0 0.000000
## 132 4588.220324 4466.6704 0.000541 0.000000 0 0 0.000000
## 133 4517.031733 4479.0014 0.000563 0.000000 0 0 0.000000
## 134 5085.761236 4363.3083 0.000542 0.000000 0 0 0.000000
## 135 7109.813659 3906.4506 0.000675 0.000000 0 0 0.000000
## 136 6664.855362 3967.8246 0.000703 0.000000 0 0 0.000000
## 137 4858.881395 4456.1202 0.000611 0.000000 0 0 0.000000
## 138 5450.629859 4329.0819 0.000649 0.000000 0 0 0.000000
## 139 6032.494423 4171.1534 0.000690 0.000000 0 0 0.000000
## 140 1529.763066 4024.3099 0.000375 0.000000 0 0 0.000000
## 141 2146.411892 4344.4424 0.000000 0.000000 0 0 0.000000
## 142 3755.385424 4578.9060 0.000000 0.000000 0 0 0.000000
## 143 2342.336995 4456.1274 0.000000 0.000000 0 0 0.000000
## 144 4008.832535 4682.9308 0.000000 0.000000 0 0 0.000000
## 145 4719.371358 4630.2893 0.000000 0.000000 0 0 0.000000
## 146 4639.644944 4639.4308 0.000587 0.000000 0 0 0.000000
## 147 4879.178152 4609.7311 0.000610 0.000000 0 0 0.000000
## 148 5119.463412 4573.4783 0.000627 0.000000 0 0 0.000000
## 149 4799.222673 4620.3834 0.000613 0.000000 0 0 0.000000
## 150 2474.636044 4499.1331 0.000000 0.000000 0 0 0.000000
## snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 0.001000 0 0.000000 2018 351
## 2 0.000000 0.000000 0.001000 0 0.000000 2018 352
## 3 0.000000 0.000000 0.001000 0 0.003782 2018 353
## 4 0.000000 0.000000 0.001000 0 0.000000 2018 354
## 5 0.000000 0.000000 0.001000 0 0.005648 2018 355
## 6 0.000000 0.000000 0.001000 0 0.000000 2018 356
## 7 0.000000 0.000000 0.001000 0 0.000000 2018 357
## 8 0.000000 0.000000 0.001000 0 0.007473 2018 358
## 9 0.000000 0.000000 0.001000 0 0.005751 2018 359
## 10 0.000000 0.000000 0.001000 0 0.005015 2018 360
## 11 0.000000 0.000000 0.001000 0 0.004439 2018 361
## 12 0.000000 0.000000 0.001000 0 0.003976 2018 362
## 13 0.000000 0.000000 0.001000 0 0.003595 2018 363
## 14 0.000000 0.000000 0.001000 0 0.003276 2018 364
## 15 0.000000 0.000000 -5.139997 1 0.003066 2018 365
## 16 0.000000 0.000000 -10.000000 2 0.002782 2018 1
## 17 0.000000 0.000000 -10.000000 3 0.002583 2018 2
## 18 0.000000 0.000000 -10.000000 4 0.002408 2018 3
## 19 0.000000 0.000000 -10.000000 5 0.002253 2018 4
## 20 0.000000 0.000000 -10.000000 6 0.002115 2018 5
## 21 0.000000 0.000000 -10.000000 7 0.001991 2018 6
## 22 0.000000 0.000000 -10.000000 8 0.001879 2018 7
## 23 0.000000 0.000000 -6.100997 9 0.001778 2018 8
## 24 0.000000 0.000000 0.001000 10 0.001709 2018 9
## 25 0.000000 0.000000 0.001000 0 0.000000 2018 10
## 26 0.000000 0.000000 0.001000 0 0.000000 2018 11
## 27 0.000000 0.000000 0.001000 0 0.000000 2018 12
## 28 0.000000 0.000000 -4.689997 1 0.011757 2018 13
## 29 0.000000 0.000000 -9.810484 2 0.008968 2018 14
## 30 0.000000 0.000000 -10.000000 3 0.007310 2018 15
## 31 0.000000 0.000000 -7.480997 4 0.006173 2018 16
## 32 0.000000 0.000000 -10.000000 5 0.005434 2018 17
## 33 0.000000 0.000000 -10.000000 6 0.004726 2018 18
## 34 0.000000 0.000000 -5.940486 7 0.004209 2018 19
## 35 0.000000 0.000000 0.001000 8 0.003789 2018 20
## 36 0.000000 0.000000 0.001000 0 0.000000 2018 21
## 37 0.000000 0.000000 0.001000 0 0.000000 2018 22
## 38 0.000000 0.000000 0.001000 0 0.000000 2018 23
## 39 0.000000 0.000000 0.001000 0 0.006259 2018 24
## 40 0.000000 0.000000 0.001000 0 0.004834 2018 25
## 41 0.000000 0.000000 0.001000 0 0.004296 2018 26
## 42 0.000000 0.000000 0.001000 0 0.000000 2018 27
## 43 0.000000 0.000000 0.001000 0 0.000000 2018 28
## 44 0.000000 0.000000 0.001000 0 0.008114 2018 29
## 45 0.000000 0.000000 0.001000 0 0.006216 2018 30
## 46 0.000000 0.000000 0.001000 0 0.005371 2018 31
## 47 0.000000 57.696021 0.001000 0 0.000023 2018 32
## 48 0.000000 0.006242 0.001000 0 0.000506 2018 33
## 49 0.000000 0.464026 0.001000 0 0.000614 2018 34
## 50 0.473841 60.203081 0.001000 0 0.000024 2018 35
## 51 0.000000 8.190088 0.001000 0 0.000612 2018 36
## 52 0.000000 57.567042 0.001000 0 0.000023 2018 37
## 53 0.000000 57.469164 0.001000 0 0.000023 2018 38
## 54 0.000000 15.811582 0.001000 0 0.000604 2018 39
## 55 0.000000 54.290989 0.001000 0 0.000782 2018 40
## 56 0.000000 57.325164 0.001000 0 0.000023 2018 41
## 57 0.000000 21.608090 0.001000 0 0.000009 2018 42
## 58 0.000000 57.164342 0.001000 0 0.000023 2018 43
## 59 0.000000 57.398266 0.001000 0 0.000023 2018 44
## 60 0.000000 58.295303 0.001000 0 0.000656 2018 45
## 61 0.000000 56.979901 0.001000 0 0.000023 2018 46
## 62 0.000000 73.527214 0.001000 0 0.000839 2018 47
## 63 0.000000 57.262736 0.001000 0 0.000023 2018 48
## 64 0.000000 57.290839 0.001000 0 0.000023 2018 49
## 65 0.000000 57.184610 0.001000 0 0.000023 2018 50
## 66 0.000000 51.283088 0.001000 0 0.000021 2018 51
## 67 0.000000 33.456086 0.001000 0 0.000014 2018 52
## 68 0.000000 94.794094 0.001000 0 0.000717 2018 53
## 69 0.000000 76.710049 0.001000 0 0.000658 2018 54
## 70 0.000000 56.932809 0.001000 0 0.000150 2018 55
## 71 0.000000 57.128960 0.001000 0 0.000023 2018 56
## 72 0.000000 57.296388 0.001000 0 0.000023 2018 57
## 73 0.000000 89.022492 0.001000 0 0.000922 2018 58
## 74 0.000000 57.370550 0.001000 0 0.000023 2018 59
## 75 0.000000 57.294140 0.001000 0 0.000023 2018 60
## 76 0.000000 76.454897 0.001000 0 0.000975 2018 61
## 77 0.000000 125.823627 0.001000 0 0.000615 2018 62
## 78 0.000000 152.604049 0.001000 0 0.000549 2018 63
## 79 0.000000 135.052957 0.001000 0 0.000442 2018 64
## 80 0.000000 57.492730 0.001000 0 0.000023 2018 65
## 81 5.256140 64.452114 0.001000 0 0.000083 2018 66
## 82 0.000000 0.016164 0.001000 0 0.000444 2018 67
## 83 0.000000 46.847735 0.001000 0 0.000913 2018 68
## 84 0.000000 71.318440 0.001000 0 0.000296 2018 69
## 85 0.000000 57.456223 0.001000 0 0.000023 2018 70
## 86 4.307115 69.301415 0.001000 0 0.000028 2018 71
## 87 0.000000 26.942452 0.001000 0 0.001108 2018 72
## 88 0.000000 0.027523 0.001000 0 0.000260 2018 73
## 89 0.000000 150.900156 0.001000 0 0.000603 2018 74
## 90 0.000000 178.854894 0.001000 0 0.000551 2018 75
## 91 0.000000 56.990353 0.001000 0 0.000023 2018 76
## 92 0.000000 210.612321 0.001000 0 0.001367 2018 77
## 93 0.000000 57.163290 0.001000 0 0.000023 2018 78
## 94 0.000000 57.203155 0.001000 0 0.000023 2018 79
## 95 3.432872 0.015741 0.001000 0 0.000057 2018 80
## 96 0.000000 32.066856 0.001000 0 0.001113 2018 81
## 97 0.000000 106.545570 0.001000 0 0.000472 2018 82
## 98 0.000000 57.488022 0.001000 0 0.000023 2018 83
## 99 0.000000 57.302779 0.001000 0 0.000023 2018 84
## 100 0.000000 51.408791 0.001000 0 0.001049 2018 85
## 101 0.000000 87.959789 0.001000 0 0.000394 2018 86
## 102 0.000000 192.210876 0.001000 0 0.000550 2018 87
## 103 0.000000 56.985085 0.001000 0 0.000023 2018 88
## 104 0.000000 204.283653 0.001000 0 0.001312 2018 89
## 105 0.000000 215.785784 0.001000 0 0.000616 2018 90
## 106 0.000000 303.092177 0.001000 0 0.000704 2018 91
## 107 0.000000 303.556773 0.001000 0 0.000684 2018 92
## 108 0.000000 250.857842 0.001000 0 0.000551 2018 93
## 109 0.000000 57.181513 0.001000 0 0.000023 2018 94
## 110 0.000000 243.049490 0.001000 0 0.001452 2018 95
## 111 0.000000 57.152899 0.001000 0 0.000023 2018 96
## 112 0.000000 57.309451 0.001000 0 0.000023 2018 97
## 113 0.000000 139.176992 0.001000 0 0.001243 2018 98
## 114 0.000000 57.465442 0.001000 0 0.000023 2018 99
## 115 0.000000 201.109943 0.001000 0 0.001286 2018 100
## 116 0.000000 229.319836 0.001000 0 0.000624 2018 101
## 117 0.000000 312.831564 0.001000 0 0.000718 2018 102
## 118 0.000000 274.144775 0.001000 0 0.000613 2018 103
## 119 0.000000 204.532093 0.001000 0 0.000445 2018 104
## 120 0.000000 57.160020 0.001000 0 0.000023 2018 105
## 121 0.000000 0.025971 0.001000 0 0.000666 2018 106
## 122 0.000000 296.416890 0.001000 0 0.001102 2018 107
## 123 0.000000 363.892326 0.001000 0 0.000881 2018 108
## 124 0.000000 231.174874 0.001000 0 0.000627 2018 109
## 125 0.000000 312.455927 0.001000 0 0.000806 2018 110
## 126 0.000000 239.254327 0.001000 0 0.000571 2018 111
## 127 0.000000 57.247565 0.001000 0 0.000023 2018 112
## 128 0.000000 57.246443 0.001000 0 0.000023 2018 113
## 129 0.000000 57.125838 0.001000 0 0.000023 2018 114
## 130 0.000000 177.252014 0.001000 0 0.001162 2018 115
## 131 0.000000 57.149959 0.001000 0 0.000023 2018 116
## 132 0.000000 275.206014 0.001000 0 0.001397 2018 117
## 133 0.000000 304.371051 0.001000 0 0.000686 2018 118
## 134 0.000000 250.541482 0.001000 0 0.000643 2018 119
## 135 0.000000 353.770046 0.001000 0 0.000818 2018 120
## 136 0.000000 355.954744 0.001000 0 0.000848 2018 121
## 137 0.000000 313.606402 0.001000 0 0.000739 2018 122
## 138 0.000000 319.986229 0.001000 0 0.000780 2018 123
## 139 0.000000 316.826403 0.001000 0 0.000819 2018 124
## 140 0.000000 217.488468 0.001000 0 0.000463 2018 125
## 141 0.000000 56.867776 0.001000 0 0.000023 2018 126
## 142 0.000000 56.751108 0.001000 0 0.000023 2018 127
## 143 0.000000 56.837819 0.001000 0 0.000023 2018 128
## 144 0.000000 56.691438 0.001000 0 0.000023 2018 129
## 145 0.000000 56.515892 0.001000 0 0.000023 2018 130
## 146 0.000000 277.384474 0.001000 0 0.001444 2018 131
## 147 0.000000 254.640140 0.001000 0 0.000714 2018 132
## 148 0.000000 246.537039 0.001000 0 0.000728 2018 133
## 149 0.000000 228.880993 0.001000 0 0.000706 2018 134
## 150 0.000000 56.622453 0.001000 0 0.000023 2018 135validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite2## [[1]]
## [1] 0.4015475
##
## [[2]]
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## [[3]]
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## [[200]]
## [1] -2.096045run model 20 times for patch 3 - only for validation time series
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32static.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32static",
flowtable = "CWWS32static1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valstatic3",
commandline_options = c("-b -p 1 108 149478 149478"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")run model in parallel
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_std_pars(m = topstatic[i,]$m,
k = topstatic[i,]$k,
soil_dep= topstatic[i,]$soil_dep,
m_v = topstatic[i,]$m_v,
k_v = topstatic[i,]$k_v,
gw1 = topstatic[i,]$gw1,
gw2 = topstatic[i,]$gw2,
pa = topstatic[i,]$pa,
po = topstatic[i,]$po,
vgseng1 = topstatic[i,]$vgseng1,
vgseng2 = topstatic[i,]$vgseng2,
vgseng3 = topstatic[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
std_pars = stdpars,
runID = i)
} ## [[1]]
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## [[146]]
## NULL
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## [[147]]
## NULL
##
## [[148]]
## NULL
##
## [[149]]
## NULL
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## [[150]]
## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## [[158]]
## NULL
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## [[159]]
## NULL
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## [[160]]
## NULL
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## [[161]]
## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
##
## [[167]]
## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## NULL
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## [[200]]
## NULL end_time = Sys.time()
end_time - start_time## Time difference of 1.117947 hoursread 20 runs, create table and append to table
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valstatic3_run",i), readin_rhessys_output(paste0("out/cwws32valstatic3_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic3_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite3## [[1]]
## [1] NA
##
## [[2]]
## [1] -0.4038537
##
## [[3]]
## [1] NA
##
## [[4]]
## [1] -0.4441176
##
## [[5]]
## [1] -0.2829998
##
## [[6]]
## [1] NA
##
## [[7]]
## [1] NA
##
## [[8]]
## [1] -0.4949275
##
## [[9]]
## [1] -0.1682098
##
## [[10]]
## [1] -0.3541458
##
## [[11]]
## [1] NA
##
## [[12]]
## [1] -0.3073557
##
## [[13]]
## [1] -3.759889
##
## [[14]]
## [1] -0.3797762
##
## [[15]]
## [1] -0.006189591
##
## [[16]]
## [1] NA
##
## [[17]]
## [1] -0.4839551
##
## [[18]]
## [1] -2.485865
##
## [[19]]
## [1] -2.22001
##
## [[20]]
## [1] -0.1513397
##
## [[21]]
## [1] NA
##
## [[22]]
## [1] -0.3709702
##
## [[23]]
## [1] -0.2616589
##
## [[24]]
## [1] -3.78139
##
## [[25]]
## [1] -2.957832
##
## [[26]]
## [1] -3.195682
##
## [[27]]
## [1] 0.002148149
##
## [[28]]
## [1] -0.4518511
##
## [[29]]
## [1] -3.608331
##
## [[30]]
## [1] -1.541154
##
## [[31]]
## [1] -1.751062
##
## [[32]]
## [1] -0.4481715
##
## [[33]]
## [1] NA
##
## [[34]]
## [1] -0.2667164
##
## [[35]]
## [1] -1.583679
##
## [[36]]
## [1] NA
##
## [[37]]
## [1] NA
##
## [[38]]
## [1] -3.058543
##
## [[39]]
## [1] NA
##
## [[40]]
## [1] -0.3584334
##
## [[41]]
## [1] NA
##
## [[42]]
## [1] -0.3549047
##
## [[43]]
## [1] -1.564499
##
## [[44]]
## [1] -0.2867178
##
## [[45]]
## [1] -3.017881
##
## [[46]]
## [1] NA
##
## [[47]]
## [1] NA
##
## [[48]]
## [1] NA
##
## [[49]]
## [1] -0.06397959
##
## [[50]]
## [1] -0.4678156
##
## [[51]]
## [1] -2.689467
##
## [[52]]
## [1] 0.2740707
##
## [[53]]
## [1] -0.07242892
##
## [[54]]
## [1] -0.02316574
##
## [[55]]
## [1] -0.3830031
##
## [[56]]
## [1] -2.029546
##
## [[57]]
## [1] -0.06133135
##
## [[58]]
## [1] NA
##
## [[59]]
## [1] NA
##
## [[60]]
## [1] -3.083808
##
## [[61]]
## [1] -0.8680869
##
## [[62]]
## [1] -0.4310636
##
## [[63]]
## [1] -0.2647418
##
## [[64]]
## [1] NA
##
## [[65]]
## [1] -2.54079
##
## [[66]]
## [1] -0.2643258
##
## [[67]]
## [1] NA
##
## [[68]]
## [1] -0.3231448
##
## [[69]]
## [1] -0.5916765
##
## [[70]]
## [1] -0.2741952
##
## [[71]]
## [1] -4.109573
##
## [[72]]
## [1] -2.834185
##
## [[73]]
## [1] NA
##
## [[74]]
## [1] -0.2454775
##
## [[75]]
## [1] NA
##
## [[76]]
## [1] -1.443026
##
## [[77]]
## [1] -1.138745
##
## [[78]]
## [1] -3.081481
##
## [[79]]
## [1] -2.261106
##
## [[80]]
## [1] -2.252952
##
## [[81]]
## [1] -0.1091676
##
## [[82]]
## [1] NA
##
## [[83]]
## [1] -0.284409
##
## [[84]]
## [1] -1.128685
##
## [[85]]
## [1] -1.779215
##
## [[86]]
## [1] -1.689436
##
## [[87]]
## [1] -0.1580944
##
## [[88]]
## [1] NA
##
## [[89]]
## [1] -0.3010353
##
## [[90]]
## [1] NA
##
## [[91]]
## [1] -0.3039084
##
## [[92]]
## [1] NA
##
## [[93]]
## [1] NA
##
## [[94]]
## [1] NA
##
## [[95]]
## [1] -1.459609
##
## [[96]]
## [1] -1.654818
##
## [[97]]
## [1] NA
##
## [[98]]
## [1] -0.3603222
##
## [[99]]
## [1] -1.689316
##
## [[100]]
## [1] -0.3167996
##
## [[101]]
## [1] -0.2940424
##
## [[102]]
## [1] -0.4843722
##
## [[103]]
## [1] -0.1143271
##
## [[104]]
## [1] -2.103603
##
## [[105]]
## [1] -1.845447
##
## [[106]]
## [1] NA
##
## [[107]]
## [1] -0.3178305
##
## [[108]]
## [1] -0.3510311
##
## [[109]]
## [1] NA
##
## [[110]]
## [1] -0.2713909
##
## [[111]]
## [1] NA
##
## [[112]]
## [1] -0.1594653
##
## [[113]]
## [1] -0.1825748
##
## [[114]]
## [1] -1.951727
##
## [[115]]
## [1] -1.283334
##
## [[116]]
## [1] -3.211268
##
## [[117]]
## [1] NA
##
## [[118]]
## [1] -1.00045
##
## [[119]]
## [1] -0.05135736
##
## [[120]]
## [1] NA
##
## [[121]]
## [1] -3.031575
##
## [[122]]
## [1] -1.689026
##
## [[123]]
## [1] -0.1028503
##
## [[124]]
## [1] -0.1569929
##
## [[125]]
## [1] -1.816362
##
## [[126]]
## [1] -0.2010366
##
## [[127]]
## [1] -0.5930048
##
## [[128]]
## [1] NA
##
## [[129]]
## [1] -0.6161866
##
## [[130]]
## [1] NA
##
## [[131]]
## [1] -1.816511
##
## [[132]]
## [1] -0.4179308
##
## [[133]]
## [1] NA
##
## [[134]]
## [1] NA
##
## [[135]]
## [1] NA
##
## [[136]]
## [1] -0.8488456
##
## [[137]]
## [1] -0.2660911
##
## [[138]]
## [1] NA
##
## [[139]]
## [1] -0.5258089
##
## [[140]]
## [1] -0.5929616
##
## [[141]]
## [1] -2.43113
##
## [[142]]
## [1] -0.3307133
##
## [[143]]
## [1] -0.4676901
##
## [[144]]
## [1] -1.319835
##
## [[145]]
## [1] -0.1728919
##
## [[146]]
## [1] NA
##
## [[147]]
## [1] -0.02601086
##
## [[148]]
## [1] NA
##
## [[149]]
## [1] -0.4158942
##
## [[150]]
## [1] -0.07444531
##
## [[151]]
## [1] NA
##
## [[152]]
## [1] NA
##
## [[153]]
## [1] NA
##
## [[154]]
## [1] NA
##
## [[155]]
## [1] -0.4780017
##
## [[156]]
## [1] NA
##
## [[157]]
## [1] -1.052292
##
## [[158]]
## [1] NA
##
## [[159]]
## [1] NA
##
## [[160]]
## [1] -0.5279825
##
## [[161]]
## [1] -0.3158908
##
## [[162]]
## [1] NA
##
## [[163]]
## [1] NA
##
## [[164]]
## [1] NA
##
## [[165]]
## [1] NA
##
## [[166]]
## [1] NA
##
## [[167]]
## [1] NA
##
## [[168]]
## [1] NA
##
## [[169]]
## [1] NA
##
## [[170]]
## [1] -0.2389063
##
## [[171]]
## [1] NA
##
## [[172]]
## [1] NA
##
## [[173]]
## [1] NA
##
## [[174]]
## [1] NA
##
## [[175]]
## [1] NA
##
## [[176]]
## [1] NA
##
## [[177]]
## [1] NA
##
## [[178]]
## [1] NA
##
## [[179]]
## [1] NA
##
## [[180]]
## [1] NA
##
## [[181]]
## [1] NA
##
## [[182]]
## [1] NA
##
## [[183]]
## [1] NA
##
## [[184]]
## [1] NA
##
## [[185]]
## [1] NA
##
## [[186]]
## [1] NA
##
## [[187]]
## [1] NA
##
## [[188]]
## [1] NA
##
## [[189]]
## [1] NA
##
## [[190]]
## [1] NA
##
## [[191]]
## [1] NA
##
## [[192]]
## [1] NA
##
## [[193]]
## [1] NA
##
## [[194]]
## [1] NA
##
## [[195]]
## [1] NA
##
## [[196]]
## [1] NA
##
## [[197]]
## [1] NA
##
## [[198]]
## [1] NA
##
## [[199]]
## [1] NA
##
## [[200]]
## [1] NAvalmergesm2## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 108 149478 149478 -9999 0 0.236950
## 2 1 108 149478 149478 -9999 0 0.744942
## 3 1 108 149478 149478 -9999 0 0.000000
## 4 1 108 149478 149478 -9999 0 32.748942
## 5 1 108 149478 149478 -9999 0 0.000000
## 6 1 108 149478 149478 -9999 0 6.078942
## 7 1 108 149478 149478 -9999 0 23.096942
## 8 1 108 149478 149478 -9999 0 0.000000
## 9 1 108 149478 149478 -9999 0 0.000000
## 10 1 108 149478 149478 -9999 0 0.000000
## 11 1 108 149478 149478 -9999 0 0.000000
## 12 1 108 149478 149478 -9999 0 0.000000
## 13 1 108 149478 149478 -9999 0 0.000000
## 14 1 108 149478 149478 -9999 0 0.000000
## 15 1 108 149478 149478 -9999 0 0.370675
## 16 1 108 149478 149478 -9999 0 0.000000
## 17 1 108 149478 149478 -9999 0 0.000000
## 18 1 108 149478 149478 -9999 0 0.000000
## 19 1 108 149478 149478 -9999 0 0.000000
## 20 1 108 149478 149478 -9999 0 0.000000
## 21 1 108 149478 149478 -9999 0 0.000000
## 22 1 108 149478 149478 -9999 0 0.000000
## 23 1 108 149478 149478 -9999 0 1.252964
## 24 1 108 149478 149478 -9999 0 0.000000
## 25 1 108 149478 149478 -9999 0 2.522964
## 26 1 108 149478 149478 -9999 0 84.322139
## 27 1 108 149478 149478 -9999 0 35.288964
## 28 1 108 149478 149478 -9999 0 0.508794
## 29 1 108 149478 149478 -9999 0 0.000000
## 30 1 108 149478 149478 -9999 0 0.054064
## 31 1 108 149478 149478 -9999 0 0.998978
## 32 1 108 149478 149478 -9999 0 0.210012
## 33 1 108 149478 149478 -9999 0 0.000000
## 34 1 108 149478 149478 -9999 0 0.000000
## 35 1 108 149478 149478 -9999 0 0.000000
## 36 1 108 149478 149478 -9999 0 0.000000
## 37 1 108 149478 149478 -9999 0 27.414978
## 38 1 108 149478 149478 -9999 0 0.494571
## 39 1 108 149478 149478 -9999 0 0.000000
## 40 1 108 149478 149478 -9999 0 0.000000
## 41 1 108 149478 149478 -9999 0 0.000000
## 42 1 108 149478 149478 -9999 0 14.969003
## 43 1 108 149478 149478 -9999 0 27.669003
## 44 1 108 149478 149478 -9999 0 0.000000
## 45 1 108 149478 149478 -9999 0 0.000000
## 46 1 108 149478 149478 -9999 0 0.000000
## 47 1 108 149478 149478 -9999 0 3.285024
## 48 1 108 149478 149478 -9999 0 0.000000
## 49 1 108 149478 149478 -9999 0 0.000000
## 50 1 108 149478 149478 -9999 0 36.813024
## 51 1 108 149478 149478 -9999 0 0.000000
## 52 1 108 149478 149478 -9999 0 2.015024
## 53 1 108 149478 149478 -9999 0 49.259024
## 54 1 108 149478 149478 -9999 0 0.000000
## 55 1 108 149478 149478 -9999 0 0.000000
## 56 1 108 149478 149478 -9999 0 83.041044
## 57 1 108 149478 149478 -9999 0 107.933044
## 58 1 108 149478 149478 -9999 0 11.926953
## 59 1 108 149478 149478 -9999 0 3.285044
## 60 1 108 149478 149478 -9999 0 0.000000
## 61 1 108 149478 149478 -9999 0 8.365044
## 62 1 108 149478 149478 -9999 0 0.000000
## 63 1 108 149478 149478 -9999 0 13.445069
## 64 1 108 149478 149478 -9999 0 2.777069
## 65 1 108 149478 149478 -9999 0 1.761069
## 66 1 108 149478 149478 -9999 0 2.777069
## 67 1 108 149478 149478 -9999 0 38.591069
## 68 1 108 149478 149478 -9999 0 0.000000
## 69 1 108 149478 149478 -9999 0 0.000000
## 70 1 108 149478 149478 -9999 0 0.237069
## 71 1 108 149478 149478 -9999 0 10.397091
## 72 1 108 149478 149478 -9999 0 4.047091
## 73 1 108 149478 149478 -9999 0 0.000000
## 74 1 108 149478 149478 -9999 0 31.987091
## 75 1 108 149478 149478 -9999 0 34.019091
## 76 1 108 149478 149478 -9999 0 0.000000
## 77 1 108 149478 149478 -9999 0 0.000000
## 78 1 108 149478 149478 -9999 0 0.000000
## 79 1 108 149478 149478 -9999 0 0.000000
## 80 1 108 149478 149478 -9999 0 19.287109
## 81 1 108 149478 149478 -9999 0 1.209462
## 82 1 108 149478 149478 -9999 0 0.000000
## 83 1 108 149478 149478 -9999 0 0.000000
## 84 1 108 149478 149478 -9999 0 0.000000
## 85 1 108 149478 149478 -9999 0 3.031109
## 86 1 108 149478 149478 -9999 0 11.667109
## 87 1 108 149478 149478 -9999 0 0.000000
## 88 1 108 149478 149478 -9999 0 0.000000
## 89 1 108 149478 149478 -9999 0 0.000000
## 90 1 108 149478 149478 -9999 0 0.000000
## 91 1 108 149478 149478 -9999 0 8.619125
## 92 1 108 149478 149478 -9999 0 0.000000
## 93 1 108 149478 149478 -9999 0 17.001125
## 94 1 108 149478 149478 -9999 0 8.873125
## 95 1 108 149478 149478 -9999 0 0.464429
## 96 1 108 149478 149478 -9999 0 0.000000
## 97 1 108 149478 149478 -9999 0 0.000000
## 98 1 108 149478 149478 -9999 0 14.461138
## 99 1 108 149478 149478 -9999 0 6.587138
## 100 1 108 149478 149478 -9999 0 0.000000
## 101 1 108 149478 149478 -9999 0 0.000000
## 102 1 108 149478 149478 -9999 0 0.000000
## 103 1 108 149478 149478 -9999 0 25.129150
## 104 1 108 149478 149478 -9999 0 0.000000
## 105 1 108 149478 149478 -9999 0 0.000000
## 106 1 108 149478 149478 -9999 0 0.000000
## 107 1 108 149478 149478 -9999 0 0.000000
## 108 1 108 149478 149478 -9999 0 0.000000
## 109 1 108 149478 149478 -9999 0 5.825150
## 110 1 108 149478 149478 -9999 0 0.000000
## 111 1 108 149478 149478 -9999 0 6.841160
## 112 1 108 149478 149478 -9999 0 19.541160
## 113 1 108 149478 149478 -9999 0 0.000000
## 114 1 108 149478 149478 -9999 0 2.777160
## 115 1 108 149478 149478 -9999 0 0.000000
## 116 1 108 149478 149478 -9999 0 0.000000
## 117 1 108 149478 149478 -9999 0 0.000000
## 118 1 108 149478 149478 -9999 0 0.000000
## 119 1 108 149478 149478 -9999 0 0.000000
## 120 1 108 149478 149478 -9999 0 64.753169
## 121 1 108 149478 149478 -9999 0 0.000000
## 122 1 108 149478 149478 -9999 0 0.000000
## 123 1 108 149478 149478 -9999 0 0.000000
## 124 1 108 149478 149478 -9999 0 0.000000
## 125 1 108 149478 149478 -9999 0 0.000000
## 126 1 108 149478 149478 -9999 0 0.000000
## 127 1 108 149478 149478 -9999 0 5.317176
## 128 1 108 149478 149478 -9999 0 113.267176
## 129 1 108 149478 149478 -9999 0 23.605176
## 130 1 108 149478 149478 -9999 0 0.000000
## 131 1 108 149478 149478 -9999 0 16.747176
## 132 1 108 149478 149478 -9999 0 0.000000
## 133 1 108 149478 149478 -9999 0 0.000000
## 134 1 108 149478 149478 -9999 0 0.000000
## 135 1 108 149478 149478 -9999 0 0.000000
## 136 1 108 149478 149478 -9999 0 0.000000
## 137 1 108 149478 149478 -9999 0 0.000000
## 138 1 108 149478 149478 -9999 0 0.000000
## 139 1 108 149478 149478 -9999 0 0.000000
## 140 1 108 149478 149478 -9999 0 0.000000
## 141 1 108 149478 149478 -9999 0 2.523180
## 142 1 108 149478 149478 -9999 0 18.271180
## 143 1 108 149478 149478 -9999 0 4.809186
## 144 1 108 149478 149478 -9999 0 0.237186
## 145 1 108 149478 149478 -9999 0 0.491186
## 146 1 108 149478 149478 -9999 0 0.000000
## 147 1 108 149478 149478 -9999 0 0.000000
## 148 1 108 149478 149478 -9999 0 0.000000
## 149 1 108 149478 149478 -9999 0 0.000000
## 150 1 108 149478 149478 -9999 0 10.905186
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 0.000000 0.000000 0.000000 61.14937
## 2 0 0.000000 0.000000 0.000000 61.14937
## 3 0 0.000000 0.000000 0.000000 61.14937
## 4 0 0.000000 0.000000 0.000000 61.14937
## 5 0 0.000000 0.000000 0.000000 61.14937
## 6 0 0.000000 0.000000 0.000000 61.14937
## 7 0 0.000000 0.000000 0.000000 61.14937
## 8 0 0.000000 0.000000 0.000000 61.14937
## 9 0 0.000000 0.000000 0.000000 61.14937
## 10 0 0.000000 0.000000 0.000000 61.14937
## 11 0 0.000000 0.000000 0.000000 61.14937
## 12 0 0.000000 0.000000 0.000000 61.14937
## 13 0 0.000000 0.000000 0.000000 61.14937
## 14 0 0.000000 0.000000 0.000000 61.14937
## 15 0 0.000000 0.000000 0.000000 61.14937
## 16 0 1.337672 0.603290 0.163487 61.14937
## 17 0 1.316542 0.593761 0.160907 61.14937
## 18 0 1.536833 0.693112 0.026921 61.14937
## 19 0 1.841831 0.830666 0.225107 61.14937
## 20 0 2.127607 0.959551 0.260035 61.14937
## 21 0 2.167669 0.977619 0.264931 61.14937
## 22 0 2.340174 1.055418 0.286014 61.14937
## 23 0 2.230962 1.006164 0.272667 61.14937
## 24 0 2.342434 1.056438 0.286291 61.14937
## 25 0 2.214927 0.998932 0.270707 61.14937
## 26 0 0.000000 0.000000 0.000000 61.14937
## 27 0 0.000000 0.000000 0.000000 61.14937
## 28 0 0.000000 0.000000 0.000000 61.14937
## 29 0 0.000000 0.000000 0.000000 61.14937
## 30 0 0.000000 0.000000 0.000000 61.14937
## 31 0 0.000000 0.000000 0.000000 61.14937
## 32 0 0.000000 0.000000 0.000000 61.14937
## 33 0 0.000000 0.000000 0.000000 61.14937
## 34 0 0.000000 0.000000 0.000000 61.14937
## 35 0 0.000000 0.000000 0.000000 61.14937
## 36 0 0.000000 0.000000 0.000000 61.14937
## 37 0 0.000000 0.000000 0.000000 61.14937
## 38 0 0.000000 0.000000 0.000000 61.14937
## 39 0 0.000000 0.000000 0.000000 61.14937
## 40 0 0.000000 0.000000 0.000000 61.14937
## 41 0 0.000000 0.000000 0.000000 61.14937
## 42 0 0.000000 0.000000 0.000000 61.14937
## 43 0 0.000000 0.000000 0.000000 61.14937
## 44 0 0.000000 0.000000 0.000000 61.14937
## 45 0 0.000000 0.000000 0.000000 61.14937
## 46 0 0.000000 0.000000 0.000000 61.14937
## 47 0 0.000000 0.000000 0.000000 61.14937
## 48 0 0.000000 0.000000 0.000000 61.14937
## 49 0 0.000000 0.000000 0.000000 61.14937
## 50 0 0.000000 0.000000 0.000000 61.14937
## 51 0 0.000000 0.000000 0.000000 61.14937
## 52 0 0.000000 0.000000 0.000000 61.14937
## 53 0 0.000000 0.000000 0.000000 61.14937
## 54 0 0.000000 0.000000 0.000000 61.14937
## 55 0 0.000000 0.000000 0.000000 61.14937
## 56 0 0.000000 0.000000 0.000000 61.14937
## 57 0 0.000000 0.000000 0.000000 61.14937
## 58 0 0.000000 0.000000 0.000000 61.14937
## 59 0 0.000000 0.000000 0.000000 61.14937
## 60 0 0.000000 0.000000 0.000000 61.14937
## 61 0 0.000000 0.000000 0.000000 61.14937
## 62 0 0.000000 0.000000 0.000000 61.14937
## 63 0 0.000000 0.000000 0.000000 61.14937
## 64 0 0.000000 0.000000 0.000000 61.14937
## 65 0 0.000000 0.000000 0.000000 61.14937
## 66 0 0.000000 0.000000 0.000000 61.14937
## 67 0 0.000000 0.000000 0.000000 61.14937
## 68 0 0.000000 0.000000 0.000000 61.14937
## 69 0 0.000000 0.000000 0.000000 61.14937
## 70 0 0.000000 0.000000 0.000000 61.14937
## 71 0 0.000000 0.000000 0.000000 61.14937
## 72 0 0.000000 0.000000 0.000000 61.14937
## 73 0 0.000000 0.000000 0.000000 61.14937
## 74 0 0.000000 0.000000 0.000000 61.14937
## 75 0 0.000000 0.000000 0.000000 61.14937
## 76 0 0.000000 0.000000 0.000000 61.14937
## 77 0 0.000000 0.000000 0.000000 61.14937
## 78 0 0.000000 0.000000 0.000000 61.14937
## 79 0 0.000000 0.000000 0.000000 61.14937
## 80 0 0.000000 0.000000 0.000000 61.14937
## 81 0 0.000000 0.000000 0.000000 61.14937
## 82 0 0.000000 0.000000 0.000000 61.14937
## 83 0 0.000000 0.000000 0.000000 61.14937
## 84 0 0.000000 0.000000 0.000000 61.14937
## 85 0 0.000000 0.000000 0.000000 61.14937
## 86 0 0.000000 0.000000 0.000000 61.14937
## 87 0 0.000000 0.000000 0.000000 61.14937
## 88 0 0.000000 0.000000 0.000000 61.14937
## 89 0 0.000000 0.000000 0.000000 61.14937
## 90 0 0.000000 0.000000 0.000000 61.14937
## 91 0 0.000000 0.000000 0.000000 61.14937
## 92 0 0.000000 0.000000 0.000000 61.14937
## 93 0 0.000000 0.000000 0.000000 61.14937
## 94 0 0.000000 0.000000 0.000000 61.14937
## 95 0 0.000000 0.000000 0.000000 61.14937
## 96 0 0.000000 0.000000 0.000000 61.14937
## 97 0 0.000000 0.000000 0.000000 61.14937
## 98 0 0.000000 0.000000 0.000000 61.14937
## 99 0 0.000000 0.000000 0.000000 61.14937
## 100 0 0.000000 0.000000 0.000000 61.14937
## 101 0 0.000000 0.000000 0.000000 61.14937
## 102 0 0.000000 0.000000 0.000000 61.14937
## 103 0 0.000000 0.000000 0.000000 61.14937
## 104 0 0.000000 0.000000 0.000000 61.14937
## 105 0 0.000000 0.000000 0.000000 61.14937
## 106 0 0.000000 0.000000 0.000000 61.14937
## 107 0 0.000000 0.000000 0.000000 61.14937
## 108 0 0.000000 0.000000 0.000000 61.14937
## 109 0 0.000000 0.000000 0.000000 61.14937
## 110 0 0.000000 0.000000 0.000000 61.14937
## 111 0 0.000000 0.000000 0.000000 61.14937
## 112 0 0.000000 0.000000 0.000000 61.14937
## 113 0 0.000000 0.000000 0.000000 61.14937
## 114 0 0.000000 0.000000 0.000000 61.14937
## 115 0 0.000000 0.000000 0.000000 61.14937
## 116 0 0.000000 0.000000 0.000000 61.14937
## 117 0 0.000000 0.000000 0.000000 61.14937
## 118 0 0.000000 0.000000 0.000000 61.14937
## 119 0 0.000000 0.000000 0.000000 61.14937
## 120 0 0.000000 0.000000 0.000000 61.14937
## 121 0 0.000000 0.000000 0.000000 61.14937
## 122 0 0.000000 0.000000 0.000000 61.14937
## 123 0 0.000000 0.000000 0.000000 61.14937
## 124 0 0.000000 0.000000 0.000000 61.14937
## 125 0 0.000000 0.000000 0.000000 61.14937
## 126 0 0.000000 0.000000 0.000000 61.14937
## 127 0 0.000000 0.000000 0.000000 61.14937
## 128 0 0.000000 0.000000 0.000000 61.14937
## 129 0 0.000000 0.000000 0.000000 61.14937
## 130 0 0.000000 0.000000 0.000000 61.14937
## 131 0 0.000000 0.000000 0.000000 61.14937
## 132 0 0.000000 0.000000 0.000000 61.14937
## 133 0 0.000000 0.000000 0.000000 61.14937
## 134 0 0.000000 0.000000 0.000000 61.14937
## 135 0 0.000000 0.000000 0.000000 61.14937
## 136 0 0.000000 0.000000 0.000000 61.14937
## 137 0 0.000000 0.000000 0.000000 61.14937
## 138 0 0.000000 0.000000 0.000000 61.14937
## 139 0 0.000000 0.000000 0.000000 61.14937
## 140 0 0.000000 0.000000 0.000000 61.14937
## 141 0 0.000000 0.000000 0.000000 61.14937
## 142 0 0.000000 0.000000 0.000000 61.14937
## 143 0 0.000000 0.000000 0.000000 61.14937
## 144 0 0.000000 0.000000 0.000000 61.14937
## 145 0 0.000000 0.000000 0.000000 61.14937
## 146 0 0.000000 0.000000 0.000000 61.14937
## 147 0 0.000000 0.000000 0.000000 61.14937
## 148 0 0.000000 0.000000 0.000000 61.14937
## 149 0 0.000000 0.000000 0.000000 61.14937
## 150 0 0.000000 0.000000 0.000000 61.14937
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 0.000000 0.000000 0 0 0
## 2 0.000000 0.000000 0 0 0
## 3 0.000000 0.008087 0 0 0
## 4 0.000000 0.000000 0 0 0
## 5 0.000000 0.001994 0 0 0
## 6 0.000000 0.000000 0 0 0
## 7 0.000000 0.000000 0 0 0
## 8 0.000000 0.003379 0 0 0
## 9 0.000000 0.000001 0 0 0
## 10 0.000000 0.000716 0 0 0
## 11 0.000000 0.000895 0 0 0
## 12 0.000000 0.000209 0 0 0
## 13 0.000000 0.001257 0 0 0
## 14 0.000000 0.001064 0 0 0
## 15 0.000000 0.000001 0 0 0
## 16 0.224264 0.000001 0 0 0
## 17 0.220722 0.062537 0 0 0
## 18 0.257654 0.061549 0 0 0
## 19 0.308787 0.071848 0 0 0
## 20 0.356698 0.086107 0 0 0
## 21 0.363415 0.099467 0 0 0
## 22 0.392336 0.101340 0 0 0
## 23 0.374026 0.000000 0 0 0
## 24 0.392715 0.105484 0 0 0
## 25 0.371338 0.000000 0 0 0
## 26 0.000000 0.000000 0 0 0
## 27 0.000000 0.000000 0 0 0
## 28 0.000000 0.000001 0 0 0
## 29 0.000000 0.000001 0 0 0
## 30 0.000000 0.000002 0 0 0
## 31 0.000000 0.000000 0 0 0
## 32 0.000000 0.000001 0 0 0
## 33 0.000000 0.000003 0 0 0
## 34 0.000000 0.001619 0 0 0
## 35 0.000000 0.003019 0 0 0
## 36 0.000000 0.003265 0 0 0
## 37 0.000000 0.000000 0 0 0
## 38 0.000000 0.000000 0 0 0
## 39 0.000000 0.002155 0 0 0
## 40 0.000000 0.003472 0 0 0
## 41 0.000000 0.002510 0 0 0
## 42 0.000000 0.000000 0 0 0
## 43 0.000000 0.000000 0 0 0
## 44 0.000000 0.001988 0 0 0
## 45 0.000000 0.000001 0 0 0
## 46 0.000000 0.002966 0 0 0
## 47 0.000000 0.000000 0 0 0
## 48 0.000000 0.000003 0 0 0
## 49 0.000000 0.000507 0 0 0
## 50 0.000000 0.001032 0 0 0
## 51 0.000000 0.003261 0 0 0
## 52 0.000000 0.000000 0 0 0
## 53 0.000000 0.000000 0 0 0
## 54 0.000000 0.005368 0 0 0
## 55 0.000000 0.006167 0 0 0
## 56 0.000000 0.000000 0 0 0
## 57 0.000000 0.000000 0 0 0
## 58 0.000000 0.000000 0 0 0
## 59 0.000000 0.000000 0 0 0
## 60 0.000000 0.006371 0 0 0
## 61 0.000000 0.000000 0 0 0
## 62 0.000000 0.008194 0 0 0
## 63 0.000000 0.000000 0 0 0
## 64 0.000000 0.000000 0 0 0
## 65 0.000000 0.000000 0 0 0
## 66 0.000000 0.000000 0 0 0
## 67 0.000000 0.000000 0 0 0
## 68 0.000000 0.007747 0 0 0
## 69 0.000000 0.008320 0 0 0
## 70 0.000000 0.000000 0 0 0
## 71 0.000000 0.000000 0 0 0
## 72 0.000000 0.000000 0 0 0
## 73 0.000000 0.006106 0 0 0
## 74 0.000000 0.000000 0 0 0
## 75 0.000000 0.000000 0 0 0
## 76 0.000000 0.005312 0 0 0
## 77 0.000000 0.008810 0 0 0
## 78 0.000000 0.010670 0 0 0
## 79 0.000000 0.009299 0 0 0
## 80 0.000000 0.000000 0 0 0
## 81 0.000000 0.000666 0 0 0
## 82 0.000000 0.000001 0 0 0
## 83 0.000000 0.003904 0 0 0
## 84 0.000000 0.004900 0 0 0
## 85 0.000000 0.000000 0 0 0
## 86 0.000000 0.000984 0 0 0
## 87 0.000000 0.002941 0 0 0
## 88 0.000000 0.000003 0 0 0
## 89 0.000000 0.013455 0 0 0
## 90 0.000000 0.015530 0 0 0
## 91 0.000000 0.000000 0 0 0
## 92 0.000000 0.018251 0 0 0
## 93 0.000000 0.000000 0 0 0
## 94 0.000000 0.000000 0 0 0
## 95 0.000000 0.000002 0 0 0
## 96 0.000000 0.003428 0 0 0
## 97 0.000000 0.009479 0 0 0
## 98 0.000000 0.000000 0 0 0
## 99 0.000000 0.000000 0 0 0
## 100 0.000000 0.005055 0 0 0
## 101 0.000000 0.007714 0 0 0
## 102 0.000000 0.016538 0 0 0
## 103 0.000000 0.000000 0 0 0
## 104 0.000000 0.012980 0 0 0
## 105 0.000000 0.013758 0 0 0
## 106 0.000000 0.018936 0 0 0
## 107 0.000000 0.018683 0 0 0
## 108 0.000000 0.015391 0 0 0
## 109 0.000000 0.000000 0 0 0
## 110 0.000000 0.015519 0 0 0
## 111 0.000000 0.000000 0 0 0
## 112 0.000000 0.000000 0 0 0
## 113 0.000000 0.008945 0 0 0
## 114 0.000000 0.000000 0 0 0
## 115 0.000000 0.012748 0 0 0
## 116 0.000000 0.014579 0 0 0
## 117 0.000000 0.019522 0 0 0
## 118 0.000000 0.017024 0 0 0
## 119 0.000000 0.012630 0 0 0
## 120 0.000000 0.000000 0 0 0
## 121 0.000000 0.000059 0 0 0
## 122 0.000000 0.018824 0 0 0
## 123 0.000000 0.022273 0 0 0
## 124 0.000000 0.014711 0 0 0
## 125 0.000000 0.019766 0 0 0
## 126 0.000000 0.015050 0 0 0
## 127 0.000000 0.000000 0 0 0
## 128 0.000000 0.000000 0 0 0
## 129 0.000000 0.000000 0 0 0
## 130 0.000000 0.011103 0 0 0
## 131 0.000000 0.000000 0 0 0
## 132 0.000000 0.017339 0 0 0
## 133 0.000000 0.019007 0 0 0
## 134 0.000000 0.015898 0 0 0
## 135 0.000000 0.022079 0 0 0
## 136 0.000000 0.021786 0 0 0
## 137 0.000000 0.019126 0 0 0
## 138 0.000000 0.019450 0 0 0
## 139 0.000000 0.019132 0 0 0
## 140 0.000000 0.013299 0 0 0
## 141 0.000000 0.000000 0 0 0
## 142 0.000000 0.000000 0 0 0
## 143 0.000000 0.000000 0 0 0
## 144 0.000000 0.000000 0 0 0
## 145 0.000000 0.000000 0 0 0
## 146 0.000000 0.019965 0 0 0
## 147 0.000000 0.018134 0 0 0
## 148 0.000000 0.017483 0 0 0
## 149 0.000000 0.016140 0 0 0
## 150 0.000000 0.000000 0 0 0
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.017050
## 2 0 0 0 0.000000 0 0.017058
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.008241
## 5 0 0 0 0.000000 0 0.008816
## 6 0 0 0 0.000000 0 0.017058
## 7 0 0 0 0.000000 0 0.017058
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.044080 0 0.044080
## 16 0 0 0 0.031709 0 0.031709
## 17 0 0 0 0.101659 0 0.101659
## 18 0 0 0 0.046906 0 0.046906
## 19 0 0 0 0.050919 0 0.050919
## 20 0 0 0 0.116052 0 0.116052
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.000000 0 0.017036
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.005861
## 26 0 0 0 0.000000 0 0.017036
## 27 0 0 0 0.000000 0 0.017036
## 28 0 0 0 0.044023 0 0.044023
## 29 0 0 0 0.070924 0 0.070924
## 30 0 0 0 0.084195 0 0.084195
## 31 0 0 0 0.000000 0 0.017022
## 32 0 0 0 0.043988 0 0.043988
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.013429
## 38 0 0 0 0.000000 0 0.017022
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.016997
## 43 0 0 0 0.000000 0 0.011245
## 44 0 0 0 0.000000 0 0.005752
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.016976
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.000000 0 0.000000
## 50 0 0 0 0.000000 0 0.016976
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.016976
## 53 0 0 0 0.000000 0 0.016976
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.000000
## 56 0 0 0 0.000000 0 0.016956
## 57 0 0 0 0.000000 0 0.011047
## 58 0 0 0 0.000000 0 0.016956
## 59 0 0 0 0.000000 0 0.016956
## 60 0 0 0 0.000000 0 0.000000
## 61 0 0 0 0.000000 0 0.016956
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.016931
## 64 0 0 0 0.000000 0 0.016931
## 65 0 0 0 0.000000 0 0.016931
## 66 0 0 0 0.000000 0 0.016931
## 67 0 0 0 0.000000 0 0.016931
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.000000
## 70 0 0 0 0.000000 0 0.016931
## 71 0 0 0 0.000000 0 0.016909
## 72 0 0 0 0.000000 0 0.016909
## 73 0 0 0 0.000000 0 0.000000
## 74 0 0 0 0.000000 0 0.016909
## 75 0 0 0 0.000000 0 0.016909
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.000000
## 80 0 0 0 0.000000 0 0.016891
## 81 0 0 0 0.043647 0 0.060538
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.000000
## 85 0 0 0 0.000000 0 0.016891
## 86 0 0 0 0.000000 0 0.016891
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.000000
## 91 0 0 0 0.000000 0 0.016875
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.016875
## 94 0 0 0 0.000000 0 0.016875
## 95 0 0 0 0.043571 0 0.043571
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.016862
## 99 0 0 0 0.000000 0 0.016862
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.016850
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.000000
## 109 0 0 0 0.000000 0 0.016850
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.016840
## 112 0 0 0 0.000000 0 0.016840
## 113 0 0 0 0.000000 0 0.000000
## 114 0 0 0 0.000000 0 0.016840
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.000000
## 120 0 0 0 0.000000 0 0.016831
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.016824
## 128 0 0 0 0.000000 0 0.016824
## 129 0 0 0 0.000000 0 0.016824
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.016824
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.000000
## 141 0 0 0 0.000000 0 0.016820
## 142 0 0 0 0.000000 0 0.016820
## 143 0 0 0 0.000000 0 0.016814
## 144 0 0 0 0.000000 0 0.016814
## 145 0 0 0 0.000000 0 0.016814
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.016814
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0 0.000000 0.000000 0.000000 0.00000 1074.7885
## 2 0.000000 0 0.000000 0.000000 0.000000 0.00000 1073.7917
## 3 0.007115 0 0.000000 0.000000 0.056874 0.00000 1055.7415
## 4 0.000000 0 0.000000 0.000000 0.000000 0.00000 1365.9817
## 5 0.007115 0 0.000000 0.000000 0.014023 0.00000 1102.8138
## 6 0.000000 0 0.000000 0.000000 0.000000 0.00000 1113.0395
## 7 0.000000 0 0.000000 0.000000 0.000000 0.00000 1291.2890
## 8 0.007115 0 0.000000 0.000000 0.023762 0.00000 1098.3493
## 9 0.000000 0 0.000000 0.000000 0.000006 0.00000 1069.2047
## 10 0.000000 0 0.000000 0.000000 0.005034 0.00000 1050.5842
## 11 0.000000 0 0.000000 0.000000 0.006297 0.00000 1046.1920
## 12 0.000000 0 0.000000 0.000000 0.001468 0.00000 1032.8110
## 13 0.000000 0 0.000000 0.000000 0.008843 0.00000 1015.0464
## 14 0.000000 0 0.000000 0.000000 0.007484 0.00000 996.3358
## 15 0.000000 0 0.347245 0.370675 0.000006 0.00000 990.5246
## 16 0.000000 0 0.315536 0.000000 0.000006 0.00000 986.7554
## 17 0.000000 0 0.213877 0.000000 0.000010 0.00000 970.3453
## 18 0.000000 0 0.166971 0.000000 0.000008 0.00000 966.0332
## 19 0.000000 0 0.116052 0.000000 0.000006 0.00000 958.0488
## 20 0.000000 0 0.000000 0.000000 0.000011 0.00000 951.8995
## 21 0.007115 0 0.000000 0.000000 0.000010 0.00000 944.1653
## 22 0.000000 0 0.000000 0.000000 0.000013 0.00000 937.5342
## 23 0.000000 0 0.000000 0.000000 0.000000 0.00000 939.2521
## 24 0.007115 0 0.000000 0.000000 0.008344 0.00014 926.0613
## 25 0.000000 0 0.000000 0.000000 0.000000 0.00000 936.6159
## 26 0.000000 0 0.000000 0.000000 0.000000 0.00000 1667.8970
## 27 0.000000 0 0.000000 0.000000 0.000000 0.00000 1470.9857
## 28 0.000000 0 0.209183 0.508794 0.000007 0.00000 1102.3570
## 29 0.000000 0 0.138259 0.000000 0.000010 0.00000 1066.1460
## 30 0.000000 0 0.000000 0.000000 0.000011 0.00000 1052.2328
## 31 0.000000 0 0.000000 0.000000 0.000000 0.00000 1057.0636
## 32 0.000000 0 0.000000 0.210012 0.000009 0.00000 1043.0515
## 33 0.007115 0 0.000000 0.000000 0.000019 0.00000 1032.6381
## 34 0.000000 0 0.000000 0.000000 0.011387 0.00000 1025.9706
## 35 0.000000 0 0.000000 0.000000 0.021230 0.00000 1020.2294
## 36 0.000000 0 0.000000 0.000000 0.022965 0.00000 1014.8063
## 37 0.000000 0 0.000000 0.000000 0.000000 0.00000 1257.1462
## 38 0.000000 0 0.000000 0.000000 0.000000 0.00000 1069.5451
## 39 0.007115 0 0.000000 0.000000 0.015157 0.00000 1028.8810
## 40 0.000000 0 0.000000 0.000000 0.024416 0.00000 1024.6756
## 41 0.000000 0 0.000000 0.000000 0.017653 0.00000 1019.8608
## 42 0.000000 0 0.000000 0.000000 0.000000 0.00000 1145.8509
## 43 0.000000 0 0.000000 0.000000 0.000000 0.00000 1308.4949
## 44 0.007115 0 0.000000 0.000000 0.013978 0.00000 1080.6237
## 45 0.000000 0 0.000000 0.000000 0.000010 0.00000 1058.4496
## 46 0.000000 0 0.000000 0.000000 0.020859 0.00000 1056.1419
## 47 0.000000 0 0.000000 0.000000 0.000000 0.00000 1084.3350
## 48 0.007115 0 0.000000 0.000000 0.000018 0.00000 1055.1415
## 49 0.000000 0 0.000000 0.000000 0.003565 0.00000 1048.7780
## 50 0.000000 0 0.000000 6.642403 0.007259 0.00000 1409.5588
## 51 0.007115 0 0.000000 0.000000 0.022931 0.00000 1123.8331
## 52 0.000000 0 0.000000 0.000000 0.000000 0.00000 1097.0360
## 53 0.000000 0 0.000000 0.000000 0.000000 0.00000 1604.4063
## 54 0.007115 0 0.000000 0.000000 0.037749 0.00000 1225.1336
## 55 0.000000 0 0.000000 0.000000 0.043375 0.00000 1153.4962
## 56 0.000000 0 0.000000 0.000000 0.000000 0.00000 2127.3922
## 57 0.000000 0 0.000000 0.000000 0.000000 0.00000 3122.1825
## 58 0.000000 0 0.000000 0.000000 0.000000 0.00000 1957.7432
## 59 0.000000 0 0.000000 0.000000 0.000000 0.00000 1817.6148
## 60 0.007115 0 0.000000 0.000000 0.044806 0.00000 1677.6249
## 61 0.000000 0 0.000000 0.000000 0.000000 0.00000 1758.0318
## 62 0.007115 0 0.000000 0.000000 0.057624 0.00000 1652.0652
## 63 0.000000 0 0.000000 0.000000 0.000000 0.00000 1828.7578
## 64 0.000000 0 0.000000 0.000000 0.000000 0.00000 1699.8952
## 65 0.000000 0 0.000000 0.000000 0.000000 0.00000 1649.8056
## 66 0.000000 0 0.000000 0.000000 0.000000 0.00000 1672.9179
## 67 0.000000 0 0.000000 0.000000 0.000000 0.00000 2232.0348
## 68 0.007115 0 0.000000 0.000000 0.054485 0.00000 1818.7801
## 69 0.000000 0 0.000000 0.000000 0.058510 0.00000 1653.8974
## 70 0.000000 0 0.000000 0.000000 0.000000 0.00000 1660.4129
## 71 0.000000 0 0.000000 0.000000 0.000000 0.00000 1806.5936
## 72 0.000000 0 0.000000 0.000000 0.000000 0.00000 1726.6093
## 73 0.007115 0 0.000000 0.000000 0.042940 0.00000 1648.7420
## 74 0.000000 0 0.000000 0.000000 0.000000 0.00000 2134.0945
## 75 0.000000 0 0.000000 0.000000 0.000000 0.00000 2415.9965
## 76 0.007115 0 0.000000 0.000000 0.037356 0.00000 1829.0052
## 77 0.000000 0 0.000000 0.000000 0.061955 0.00000 1736.7016
## 78 0.000000 0 0.000000 0.000000 0.075039 0.00000 1735.3338
## 79 0.000000 0 0.000000 0.000000 0.065396 0.00000 1718.5391
## 80 0.000000 0 0.000000 0.000000 0.000000 0.00000 2046.4243
## 81 0.000000 0 0.000000 0.821914 0.004686 0.00000 1829.2691
## 82 0.007115 0 0.000000 0.000000 0.000009 0.00000 1725.5521
## 83 0.000000 0 0.000000 0.000000 0.027453 0.00000 1730.0922
## 84 0.000000 0 0.000000 0.000000 0.034464 0.00000 1720.2273
## 85 0.000000 0 0.000000 0.000000 0.000000 0.00000 1774.3707
## 86 0.000000 0 0.000000 2.369614 0.006919 0.00000 1928.3080
## 87 0.007115 0 0.000000 0.000000 0.020686 0.00000 1745.3168
## 88 0.000000 0 0.000000 0.000000 0.000021 0.00000 1705.6650
## 89 0.000000 0 0.000000 0.000000 0.094627 0.00000 1701.0450
## 90 0.000000 0 0.000000 0.000000 0.109218 0.00000 1691.1019
## 91 0.000000 0 0.000000 0.000000 0.000000 0.00000 1830.3614
## 92 0.007115 0 0.000000 0.000000 0.128356 0.00000 1701.5915
## 93 0.000000 0 0.000000 0.000000 0.000000 0.00000 1963.8442
## 94 0.000000 0 0.000000 0.000000 0.000000 0.00000 1890.5973
## 95 0.000000 0 0.000000 0.464429 0.000012 0.00000 1720.6444
## 96 0.007115 0 0.000000 0.000000 0.024108 0.00000 1669.4889
## 97 0.000000 0 0.000000 0.000000 0.066661 0.00000 1672.7485
## 98 0.000000 0 0.000000 0.000000 0.000000 0.00000 1898.3161
## 99 0.000000 0 0.000000 0.000000 0.000000 0.00000 1827.8851
## 100 0.007115 0 0.000000 0.000000 0.035553 0.00000 1667.4968
## 101 0.000000 0 0.000000 0.000000 0.054252 0.00000 1646.1033
## 102 0.000000 0 0.000000 0.000000 0.116308 0.00000 1640.5327
## 103 0.000000 0 0.000000 0.000000 0.000000 0.00000 2051.2758
## 104 0.007115 0 0.000000 0.000000 0.091285 0.00000 1729.4553
## 105 0.000000 0 0.000000 0.000000 0.096755 0.00000 1630.0260
## 106 0.000000 0 0.000000 0.000000 0.133169 0.00000 1627.6955
## 107 0.000000 0 0.000000 0.000000 0.131390 0.00000 1610.7053
## 108 0.000000 0 0.000000 0.000000 0.108239 0.00000 1601.9112
## 109 0.000000 0 0.000000 0.000000 0.000000 0.00000 1686.4636
## 110 0.007115 0 0.000000 0.000000 0.109145 0.00000 1595.3499
## 111 0.000000 0 0.000000 0.000000 0.000000 0.00000 1683.1338
## 112 0.000000 0 0.000000 0.000000 0.000000 0.00000 1920.1359
## 113 0.007115 0 0.000000 0.000000 0.062908 0.00000 1649.5416
## 114 0.000000 0 0.000000 0.000000 0.000000 0.00000 1613.2216
## 115 0.007115 0 0.000000 0.000000 0.089654 0.00000 1563.1579
## 116 0.000000 0 0.000000 0.000000 0.102531 0.00000 1552.4588
## 117 0.000000 0 0.000000 0.000000 0.137291 0.00000 1540.1555
## 118 0.000000 0 0.000000 0.000000 0.119727 0.00000 1525.9046
## 119 0.000000 0 0.000000 0.000000 0.088823 0.00000 1520.8595
## 120 0.000000 0 0.000000 0.000000 0.000000 0.00000 2565.6219
## 121 0.007115 0 0.000000 0.000000 0.000412 0.00000 1778.7734
## 122 0.000000 0 0.000000 0.000000 0.132384 0.00000 1614.6298
## 123 0.000000 0 0.000000 0.000000 0.156642 0.00000 1561.2522
## 124 0.000000 0 0.000000 0.000000 0.103457 0.00000 1553.8790
## 125 0.000000 0 0.000000 0.000000 0.139012 0.00000 1534.6415
## 126 0.000000 0 0.000000 0.000000 0.105840 0.00000 1529.2053
## 127 0.000000 0 0.000000 0.000000 0.000000 0.00000 1593.6496
## 128 0.000000 0 0.000000 0.000000 0.000000 0.00000 3577.0370
## 129 0.000000 0 0.000000 0.000000 0.000000 0.00000 2363.9022
## 130 0.007115 0 0.000000 0.000000 0.078083 0.00000 1915.5762
## 131 0.000000 0 0.000000 0.000000 0.000000 0.00000 2075.7978
## 132 0.007115 0 0.000000 0.000000 0.121942 0.00000 1904.1826
## 133 0.000000 0 0.000000 0.000000 0.133669 0.00000 1814.4307
## 134 0.000000 0 0.000000 0.000000 0.111808 0.00000 1773.2838
## 135 0.000000 0 0.000000 0.000000 0.155274 0.00000 1743.8028
## 136 0.000000 0 0.000000 0.000000 0.153218 0.00000 1722.1617
## 137 0.000000 0 0.000000 0.000000 0.134507 0.00000 1702.5106
## 138 0.000000 0 0.000000 0.000000 0.136785 0.00000 1700.2322
## 139 0.000000 0 0.000000 0.000000 0.134551 0.00000 1679.2705
## 140 0.000000 0 0.000000 0.000000 0.093527 0.00000 1671.0544
## 141 0.000000 0 0.000000 0.000000 0.000000 0.00000 1707.9310
## 142 0.000000 0 0.000000 0.000000 0.000000 0.00000 1990.8070
## 143 0.000000 0 0.000000 0.000000 0.000000 0.00000 1781.7127
## 144 0.000000 0 0.000000 0.000000 0.000000 0.00000 1677.9978
## 145 0.000000 0 0.000000 0.000000 0.000000 0.00000 1658.8058
## 146 0.007115 0 0.000000 0.000000 0.140409 0.00000 1611.6047
## 147 0.000000 0 0.000000 0.000000 0.127531 0.00000 1599.5311
## 148 0.000000 0 0.000000 0.000000 0.122955 0.00000 1577.7091
## 149 0.000000 0 0.000000 0.000000 0.113508 0.00000 1562.8732
## 150 0.000000 0 0.000000 0.000000 0.000000 0.00000 1746.4654
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 1074.9788 0.039648 1.000000 135.5862 0.007115 1 100
## 2 1074.4087 0.090653 1.000000 135.5862 0.007115 1 100
## 3 1055.6846 0.121039 1.000000 135.5862 0.000000 0 100
## 4 1393.1007 0.029438 1.000000 135.5862 0.007115 1 100
## 5 1102.7997 0.040742 1.000000 135.5862 0.000000 0 100
## 6 1118.0686 0.055630 1.000000 135.5862 0.007115 1 100
## 7 1310.4195 0.068283 1.000000 135.5862 0.007115 1 100
## 8 1098.3255 0.026852 1.000000 135.5862 0.000000 0 100
## 9 1069.2047 -0.008375 1.000000 135.5862 0.000000 0 100
## 10 1050.5791 0.014032 1.000000 135.5862 0.000000 0 100
## 11 1046.1857 0.015835 1.000000 135.5862 0.000000 0 100
## 12 1032.8095 0.010081 1.000000 135.5862 0.000000 0 100
## 13 1015.0376 0.016752 1.000000 135.5862 0.000000 0 100
## 14 996.3283 0.015421 1.000000 135.5862 0.000000 0 100
## 15 990.8257 -0.007710 1.000000 135.5862 0.007115 1 100
## 16 987.1952 -0.006599 0.992808 135.5862 0.007115 1 100
## 17 970.3383 -0.006776 0.992921 135.5862 0.007115 1 100
## 18 966.2666 -0.007735 0.989106 135.5862 0.007115 1 100
## 19 957.9881 -0.006546 0.990097 135.5862 0.007115 1 100
## 20 951.9934 -0.006720 0.988561 135.5862 0.007115 1 100
## 21 944.1784 -0.006681 0.988345 135.5862 0.000000 0 100
## 22 937.5909 -0.007592 0.987418 135.5862 0.000000 0 100
## 23 940.2481 0.023657 0.988005 135.5862 0.007115 1 100
## 24 926.0894 0.043991 0.987405 135.5862 0.000000 0 100
## 25 938.6578 0.019030 0.988091 135.5862 0.007115 1 100
## 26 1737.0100 0.055889 1.000000 135.5862 0.007115 1 100
## 27 1500.2144 0.048277 1.000000 135.5862 0.007115 1 100
## 28 1102.7784 -0.007635 1.000000 135.5862 0.007115 1 100
## 29 1066.1460 -0.007231 1.000000 135.5862 0.007115 1 100
## 30 1052.2775 -0.007899 1.000000 135.5862 0.007115 1 100
## 31 1057.8910 0.018317 1.000000 135.5862 0.007115 1 100
## 32 1043.2254 -0.006857 1.000000 135.5862 0.007115 1 100
## 33 1032.6381 -0.007666 1.000000 135.5862 0.000000 0 100
## 34 1025.9592 0.025569 1.000000 135.5862 0.000000 0 100
## 35 1020.2082 0.037764 1.000000 135.5862 0.000000 0 100
## 36 1014.7834 0.071858 1.000000 135.5862 0.000000 0 100
## 37 1279.8472 0.041793 1.000000 135.5862 0.007115 1 100
## 38 1069.9547 0.039327 1.000000 135.5862 0.007115 1 100
## 39 1028.8659 0.020558 1.000000 135.5862 0.000000 0 100
## 40 1024.6512 0.026729 1.000000 135.5862 0.000000 0 100
## 41 1019.8432 0.029822 1.000000 135.5862 0.000000 0 100
## 42 1158.2434 0.034004 1.000000 135.5862 0.007115 1 100
## 43 1331.4122 0.032955 1.000000 135.5862 0.007115 1 100
## 44 1080.6097 0.020972 1.000000 135.5862 0.000000 0 100
## 45 1058.4496 -0.008084 1.000000 135.5862 0.000000 0 100
## 46 1056.1210 0.023635 1.000000 135.5862 0.000000 0 100
## 47 1087.0499 0.049283 1.000000 135.5862 0.007115 1 100
## 48 1055.1415 -0.007494 1.000000 135.5862 0.000000 0 100
## 49 1048.7744 0.019876 1.000000 135.5862 0.000000 0 100
## 50 1440.0366 0.025745 1.000000 135.5862 0.007115 1 100
## 51 1123.8101 0.035154 1.000000 135.5862 0.000000 0 100
## 52 1098.6991 0.056172 1.000000 135.5862 0.007115 1 100
## 53 1645.2059 0.072794 1.000000 135.5862 0.007115 1 100
## 54 1225.0959 0.055493 1.000000 135.5862 0.000000 0 100
## 55 1153.4529 0.069518 1.000000 135.5862 0.000000 0 100
## 56 2196.1664 0.097591 1.000000 135.5862 0.007115 1 100
## 57 3211.5799 0.045038 1.000000 135.5862 0.007115 1 100
## 58 1967.6219 0.122313 1.000000 135.5862 0.007115 1 100
## 59 1820.3357 0.079576 1.000000 135.5862 0.007115 1 100
## 60 1677.5801 0.125963 1.000000 135.5862 0.000000 0 100
## 61 1764.9544 0.185495 1.000000 135.5862 0.007115 1 100
## 62 1652.0076 0.129281 1.000000 135.5862 0.000000 0 100
## 63 1839.8880 0.107151 1.000000 135.5862 0.007115 1 100
## 64 1702.1954 0.103519 1.000000 135.5862 0.007115 1 100
## 65 1651.2642 0.129492 1.000000 135.5862 0.007115 1 100
## 66 1675.2180 0.098927 1.000000 135.5862 0.007115 1 100
## 67 2263.9985 0.071306 1.000000 135.5862 0.007115 1 100
## 68 1818.7256 0.190910 1.000000 135.5862 0.000000 0 100
## 69 1653.8389 0.186580 1.000000 135.5862 0.000000 0 100
## 70 1660.6034 0.186724 1.000000 135.5862 0.007115 1 100
## 71 1815.2051 0.139408 1.000000 135.5862 0.007115 1 100
## 72 1729.9613 0.094496 1.000000 135.5862 0.007115 1 100
## 73 1648.6991 0.083707 1.000000 135.5862 0.000000 0 100
## 74 2160.5824 0.076442 1.000000 135.5862 0.007115 1 100
## 75 2444.1734 0.094506 1.000000 135.5862 0.007115 1 100
## 76 1828.9679 0.054431 1.000000 135.5862 0.000000 0 100
## 77 1736.6396 0.081877 1.000000 135.5862 0.000000 0 100
## 78 1735.2588 0.103761 1.000000 135.5862 0.000000 0 100
## 79 1718.4737 0.124962 1.000000 135.5862 0.000000 0 100
## 80 2062.3933 0.051539 1.000000 135.5862 0.007115 1 100
## 81 1830.2662 0.021372 1.000000 135.5862 0.007115 1 100
## 82 1725.5521 -0.007891 1.000000 135.5862 0.000000 0 100
## 83 1730.0647 0.033540 1.000000 135.5862 0.000000 0 100
## 84 1720.1928 0.068543 1.000000 135.5862 0.000000 0 100
## 85 1776.8754 0.057835 1.000000 135.5862 0.007115 1 100
## 86 1937.9645 0.024759 1.000000 135.5862 0.007115 1 100
## 87 1745.2961 0.040659 1.000000 135.5862 0.000000 0 100
## 88 1705.6650 -0.006904 1.000000 135.5862 0.000000 0 100
## 89 1700.9504 0.106368 1.000000 135.5862 0.000000 0 100
## 90 1690.9926 0.204231 1.000000 135.5862 0.000000 0 100
## 91 1837.4945 0.232439 1.000000 135.5862 0.007115 1 100
## 92 1701.4632 0.237108 1.000000 135.5862 0.000000 0 100
## 93 1977.9198 0.155254 1.000000 135.5862 0.007115 1 100
## 94 1897.9466 0.148606 1.000000 135.5862 0.007115 1 100
## 95 1721.0291 -0.007419 1.000000 135.5862 0.007115 1 100
## 96 1669.4648 0.042773 1.000000 135.5862 0.000000 0 100
## 97 1672.6819 0.078835 1.000000 135.5862 0.000000 0 100
## 98 1910.2879 0.066560 1.000000 135.5862 0.007115 1 100
## 99 1833.3410 0.111260 1.000000 135.5862 0.007115 1 100
## 100 1667.4613 0.055374 1.000000 135.5862 0.000000 0 100
## 101 1646.0490 0.082632 1.000000 135.5862 0.000000 0 100
## 102 1640.4164 0.240932 1.000000 135.5862 0.000000 0 100
## 103 2072.0836 0.216166 1.000000 135.5862 0.007115 1 100
## 104 1729.3640 0.135848 1.000000 135.5862 0.000000 0 100
## 105 1629.9293 0.129802 1.000000 135.5862 0.000000 0 100
## 106 1627.5623 0.163934 1.000000 135.5862 0.000000 0 100
## 107 1610.5739 0.175968 1.000000 135.5862 0.000000 0 100
## 108 1601.8030 0.171837 1.000000 135.5862 0.000000 0 100
## 109 1691.2825 0.061881 1.000000 135.5862 0.007115 1 100
## 110 1595.2407 0.040950 1.000000 135.5862 0.000000 0 100
## 111 1688.7942 0.059196 1.000000 135.5862 0.007115 1 100
## 112 1936.3212 0.007675 1.000000 135.5862 0.007115 1 100
## 113 1649.4787 -0.026755 1.000000 135.5862 0.000000 0 100
## 114 1615.5159 -0.037151 1.000000 135.5862 0.007115 1 100
## 115 1563.0682 0.035656 1.000000 135.5862 0.000000 0 100
## 116 1552.3562 0.032152 1.000000 135.5862 0.000000 0 100
## 117 1540.0183 0.123200 1.000000 135.5862 0.000000 0 100
## 118 1525.7849 0.119035 1.000000 135.5862 0.000000 0 100
## 119 1520.7707 0.110852 1.000000 135.5862 0.000000 0 100
## 120 2619.2489 0.003822 1.000000 135.5862 0.007115 1 100
## 121 1778.7730 -0.144914 1.000000 135.5862 0.000000 0 100
## 122 1614.4974 -0.020001 1.000000 135.5862 0.000000 0 100
## 123 1561.0955 0.076107 1.000000 135.5862 0.000000 0 100
## 124 1553.7755 -0.044664 1.000000 135.5862 0.000000 0 100
## 125 1534.5025 -0.021069 1.000000 135.5862 0.000000 0 100
## 126 1529.0994 -0.021911 1.000000 135.5862 0.000000 0 100
## 127 1598.0478 -0.147179 1.000000 135.5862 0.007115 1 100
## 128 3670.8524 -0.179320 1.000000 135.5862 0.007115 1 100
## 129 2383.4536 -0.178952 1.000000 135.5862 0.007115 1 100
## 130 1915.4981 -0.185324 1.000000 135.5862 0.000000 0 100
## 131 2089.6630 -0.312026 1.000000 135.5862 0.007115 1 100
## 132 1904.0606 -0.351537 1.000000 135.5862 0.000000 0 100
## 133 1814.2970 -0.517268 1.000000 135.5862 0.000000 0 100
## 134 1773.1720 -0.972654 1.000000 135.5862 0.000000 0 100
## 135 1743.6476 -2.040535 1.000000 135.5862 0.000000 0 100
## 136 1722.0085 0.252409 1.000000 135.5862 0.000000 0 100
## 137 1702.3761 0.252285 1.000000 135.5862 0.000000 0 100
## 138 1700.0954 0.248467 1.000000 135.5862 0.000000 0 100
## 139 1679.1359 0.239804 1.000000 135.5862 0.000000 0 100
## 140 1670.9609 0.258045 1.000000 135.5862 0.000000 0 100
## 141 1710.0150 0.240705 1.000000 135.5862 0.007115 1 100
## 142 2005.9404 0.251386 1.000000 135.5862 0.007115 1 100
## 143 1785.6960 0.301830 1.000000 135.5862 0.007115 1 100
## 144 1678.1943 0.315734 1.000000 135.5862 0.007115 1 100
## 145 1659.2126 0.310706 1.000000 135.5862 0.007115 1 100
## 146 1611.4643 0.297974 1.000000 135.5862 0.000000 0 100
## 147 1599.4036 0.274272 1.000000 135.5862 0.000000 0 100
## 148 1577.5861 0.262500 1.000000 135.5862 0.000000 0 100
## 149 1562.7597 0.250802 1.000000 135.5862 0.000000 0 100
## 150 1755.4919 0.319302 1.000000 135.5862 0.007115 1 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.070340 0 0 0.254 0.000000 245.418510
## 2 0.000000 0.070371 0 0 0.762 0.000000 265.813108
## 3 0.068674 0.070371 0 0 0.000 0.000000 0.000000
## 4 0.000000 0.070371 0 0 32.766 0.000000 3.146046
## 5 0.022832 0.070371 0 0 0.000 0.000000 0.000000
## 6 0.000000 0.070371 0 0 6.096 0.000000 228.106621
## 7 0.000000 0.070371 0 0 23.114 0.000000 369.399514
## 8 0.038484 0.070371 0 0 0.000 0.000000 0.000000
## 9 0.013664 0.070371 0 0 0.000 0.000000 0.000000
## 10 0.026963 0.070371 0 0 0.000 0.000000 0.000000
## 11 0.025159 0.070371 0 0 0.000 0.000000 0.000000
## 12 0.024832 0.070371 0 0 0.000 0.000000 0.000000
## 13 0.032231 0.070371 0 0 0.000 0.000000 0.000000
## 14 0.033370 0.070371 0 0 0.000 0.000000 0.000000
## 15 0.012430 0.070371 0 0 0.762 0.000000 0.000000
## 16 0.011956 0.070340 0 0 0.000 0.000000 0.000000
## 17 0.022817 0.070340 0 0 0.000 0.000000 0.000000
## 18 0.017141 0.070340 0 0 0.000 0.000000 0.000000
## 19 0.013685 0.070340 0 0 0.000 0.000000 0.000000
## 20 0.023326 0.070340 0 0 0.000 0.000000 0.000000
## 21 0.021455 0.070340 0 0 0.000 0.000000 0.000000
## 22 0.027362 0.070340 0 0 0.000 0.000000 0.000000
## 23 0.000000 0.070279 0 0 1.270 0.001032 194.429616
## 24 0.023949 0.070279 0 0 0.000 0.000000 0.000000
## 25 0.000000 0.070279 0 0 2.540 0.002084 1.743963
## 26 0.000000 0.070279 0 0 84.328 0.069841 14.981392
## 27 0.000000 0.070279 0 0 35.306 0.000000 1759.578323
## 28 0.013925 0.070279 0 0 0.762 0.000000 0.000000
## 29 0.020739 0.070279 0 0 0.000 0.000000 0.000000
## 30 0.024304 0.070279 0 0 0.000 0.000000 0.000000
## 31 0.000000 0.070223 0 0 1.016 0.000000 484.234943
## 32 0.019068 0.070223 0 0 0.254 0.000000 0.000000
## 33 0.040960 0.070223 0 0 0.000 0.000000 0.000000
## 34 0.034846 0.070223 0 0 0.000 0.000000 0.000000
## 35 0.048878 0.070223 0 0 0.000 0.000000 0.000000
## 36 0.043736 0.070223 0 0 0.000 0.000000 0.000000
## 37 0.000000 0.070223 0 0 27.432 0.000000 8.068879
## 38 0.000000 0.070223 0 0 0.508 0.000000 1470.944294
## 39 0.037595 0.070120 0 0 0.000 0.000000 0.000000
## 40 0.040138 0.070120 0 0 0.000 0.000000 0.000000
## 41 0.027374 0.070120 0 0 0.000 0.000000 0.000000
## 42 0.000000 0.070120 0 0 14.986 0.000000 81.371251
## 43 0.000000 0.070120 0 0 27.686 0.000000 5.809255
## 44 0.032807 0.070120 0 0 0.000 0.000000 0.000000
## 45 0.020750 0.070120 0 0 0.000 0.000000 0.000000
## 46 0.041289 0.070120 0 0 0.000 0.000000 0.000000
## 47 0.000000 0.070029 0 0 3.302 0.000000 639.033677
## 48 0.038819 0.070029 0 0 0.000 0.000000 0.000000
## 49 0.049316 0.070029 0 0 0.000 0.000000 0.000000
## 50 0.033849 0.070029 0 0 36.830 0.000000 0.000000
## 51 0.051816 0.070029 0 0 0.000 0.000000 0.000000
## 52 0.000000 0.070029 0 0 2.032 0.000000 983.618665
## 53 0.000000 0.070029 0 0 49.276 0.000000 566.775803
## 54 0.054461 0.070029 0 0 0.000 0.000000 0.000000
## 55 0.058498 0.069949 0 0 0.000 0.000000 0.000000
## 56 0.000000 0.069949 0 0 83.058 0.000000 334.354933
## 57 0.000000 0.069949 0 0 107.950 0.000000 4.031571
## 58 0.000000 0.069949 0 0 11.938 0.000000 77.053273
## 59 0.000000 0.069949 0 0 3.302 0.000000 191.085589
## 60 0.054965 0.069949 0 0 0.000 0.000000 0.000000
## 61 0.000000 0.069949 0 0 8.382 0.000000 629.000917
## 62 0.069242 0.069949 0 0 0.000 0.000000 0.000000
## 63 0.000000 0.069843 0 0 13.462 0.000000 524.036591
## 64 0.000000 0.069843 0 0 2.794 0.000000 2875.981728
## 65 0.000000 0.069843 0 0 1.778 0.000000 727.226406
## 66 0.000000 0.069843 0 0 2.794 0.000000 24.360773
## 67 0.000000 0.069843 0 0 38.608 0.000000 9.181862
## 68 0.069411 0.069843 0 0 0.000 0.000000 0.000000
## 69 0.071424 0.069843 0 0 0.000 0.000000 0.000000
## 70 0.000000 0.069843 0 0 0.254 0.000000 550.516132
## 71 0.000000 0.069754 0 0 10.414 0.000000 816.467828
## 72 0.000000 0.069754 0 0 4.064 0.000000 1049.440998
## 73 0.054662 0.069754 0 0 0.000 0.000000 0.000000
## 74 0.000000 0.069754 0 0 32.004 0.000000 334.359869
## 75 0.000000 0.069754 0 0 34.036 0.000000 678.331190
## 76 0.053052 0.069754 0 0 0.000 0.000000 0.000000
## 77 0.079623 0.069754 0 0 0.000 0.000000 0.000000
## 78 0.092522 0.069754 0 0 0.000 0.000000 0.000000
## 79 0.077398 0.069677 0 0 0.000 0.000000 0.000000
## 80 0.000000 0.069677 0 0 19.304 0.000000 243.756765
## 81 0.036034 0.069677 0 0 1.270 0.000000 0.000000
## 82 0.020130 0.069677 0 0 0.000 0.000000 0.000000
## 83 0.067112 0.069677 0 0 0.000 0.000000 0.000000
## 84 0.045994 0.069677 0 0 0.000 0.000000 0.000000
## 85 0.000000 0.069677 0 0 3.048 0.000000 340.517492
## 86 0.032616 0.069677 0 0 11.684 0.000000 0.000000
## 87 0.067494 0.069612 0 0 0.000 0.000000 0.000000
## 88 0.044383 0.069612 0 0 0.000 0.000000 0.000000
## 89 0.124168 0.069612 0 0 0.000 0.000000 0.000000
## 90 0.128982 0.069612 0 0 0.000 0.000000 0.000000
## 91 0.000000 0.069612 0 0 8.636 0.000000 4979.140712
## 92 0.154199 0.069612 0 0 0.000 0.000000 0.000000
## 93 0.000000 0.069612 0 0 17.018 0.000000 611.685374
## 94 0.000000 0.069612 0 0 8.890 0.000000 9178.530416
## 95 0.024537 0.069555 0 0 0.508 0.000000 0.000000
## 96 0.069227 0.069555 0 0 0.000 0.000000 0.000000
## 97 0.093211 0.069555 0 0 0.000 0.000000 0.000000
## 98 0.000000 0.069555 0 0 14.478 0.000000 671.357720
## 99 0.000000 0.069555 0 0 6.604 0.000000 4025.081251
## 100 0.060986 0.069555 0 0 0.000 0.000000 0.000000
## 101 0.074353 0.069555 0 0 0.000 0.000000 0.000000
## 102 0.138657 0.069555 0 0 0.000 0.000000 0.000000
## 103 0.000000 0.069506 0 0 25.146 0.000000 889.184440
## 104 0.111997 0.069506 0 0 0.000 0.000000 0.000000
## 105 0.120429 0.069506 0 0 0.000 0.000000 0.000000
## 106 0.160762 0.069506 0 0 0.000 0.000000 0.000000
## 107 0.173372 0.069506 0 0 0.000 0.000000 0.000000
## 108 0.135344 0.069506 0 0 0.000 0.000000 0.000000
## 109 0.000000 0.069506 0 0 5.842 0.000000 10204.513329
## 110 0.137719 0.069506 0 0 0.000 0.000000 0.000000
## 111 0.000000 0.069464 0 0 6.858 0.000000 2800.222580
## 112 0.000000 0.069464 0 0 19.558 0.000000 5094.034785
## 113 0.089670 0.069464 0 0 0.000 0.000000 0.000000
## 114 0.000000 0.069464 0 0 2.794 0.000000 1289.443776
## 115 0.108334 0.069464 0 0 0.000 0.000000 0.000000
## 116 0.124878 0.069464 0 0 0.000 0.000000 0.000000
## 117 0.167574 0.069464 0 0 0.000 0.000000 0.000000
## 118 0.144500 0.069464 0 0 0.000 0.000000 0.000000
## 119 0.104159 0.069428 0 0 0.000 0.000000 0.000000
## 120 0.000000 0.069428 0 0 64.770 0.000000 7036.369058
## 121 0.030171 0.069428 0 0 0.000 0.000000 0.000000
## 122 0.166837 0.069428 0 0 0.000 0.000000 0.000000
## 123 0.241717 0.069428 0 0 0.000 0.000000 0.000000
## 124 0.125997 0.069428 0 0 0.000 0.000000 0.000000
## 125 0.168834 0.069428 0 0 0.000 0.000000 0.000000
## 126 0.123356 0.069428 0 0 0.000 0.000000 0.000000
## 127 0.000000 0.069397 0 0 5.334 0.000000 150.825770
## 128 0.000000 0.069397 0 0 113.284 0.000000 130.778509
## 129 0.000000 0.069397 0 0 23.622 0.000000 409.270245
## 130 0.089609 0.069397 0 0 0.000 0.000000 0.000000
## 131 0.000000 0.069397 0 0 16.764 0.000000 2093.504725
## 132 0.143529 0.069397 0 0 0.000 0.000000 0.000000
## 133 0.162288 0.069397 0 0 0.000 0.000000 0.000000
## 134 0.133451 0.069397 0 0 0.000 0.000000 0.000000
## 135 0.194052 0.069379 0 0 0.000 0.000000 0.000000
## 136 0.233103 0.069379 0 0 0.000 0.000000 0.000000
## 137 0.210694 0.069379 0 0 0.000 0.000000 0.000000
## 138 0.227428 0.069379 0 0 0.000 0.000000 0.000000
## 139 0.249289 0.069379 0 0 0.000 0.000000 0.000000
## 140 0.121854 0.069379 0 0 0.000 0.000000 0.000000
## 141 0.000000 0.069379 0 0 2.540 0.000000 3600.676165
## 142 0.000000 0.069379 0 0 18.288 0.000000 6432.003743
## 143 0.000000 0.069356 0 0 4.826 0.000000 3821.423735
## 144 0.000000 0.069356 0 0 0.254 0.000000 6737.959114
## 145 0.000000 0.069356 0 0 0.508 0.000000 8025.305507
## 146 0.261655 0.069356 0 0 0.000 0.000000 0.000000
## 147 0.286031 0.069356 0 0 0.000 0.000000 0.000000
## 148 0.299132 0.069356 0 0 0.000 0.000000 0.000000
## 149 0.298266 0.069356 0 0 0.000 0.000000 0.000000
## 150 0.000000 0.069356 0 0 10.922 0.000000 4047.518217
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 1308.7585 29.357753 171.69565 0 245.418510 1308.7585
## 2 1340.6716 31.831888 175.99614 0 265.813108 1340.6716
## 3 588.2542 80.091180 245.06860 0 668.803726 1852.2265
## 4 168.7355 0.376748 21.95789 0 3.146046 168.7355
## 5 170.1344 3.704184 67.45940 0 30.931895 517.3516
## 6 1261.5365 27.316427 165.46767 0 228.106621 1261.5365
## 7 1519.1101 44.236660 199.85446 0 369.399514 1519.1101
## 8 582.6635 77.303855 242.38350 0 645.528087 1832.7128
## 9 223.8876 6.688820 89.09168 0 55.855184 682.5171
## 10 458.1262 36.821474 186.36719 0 307.478788 1418.4021
## 11 383.9075 23.257549 154.83966 0 194.212840 1181.4493
## 12 450.1442 35.104631 182.93115 0 293.142242 1392.6752
## 13 558.7339 66.717682 231.12680 0 557.127942 1750.4568
## 14 598.9462 85.832513 250.27591 0 716.746896 1889.9329
## 15 0.0000 8.400258 98.95652 0 70.146594 757.6935
## 16 0.0000 23.719203 157.28692 0 198.282594 1200.2149
## 17 0.0000 153.955563 292.44019 0 1287.003980 2186.9829
## 18 0.0000 21.200955 150.04427 0 177.231095 1145.5264
## 19 0.0000 34.136659 182.36503 0 285.368164 1388.8882
## 20 0.0000 150.050953 291.00891 0 1254.363080 2177.5571
## 21 648.9744 116.874860 275.22534 0 977.024842 2069.6059
## 22 637.1819 106.682338 268.81601 0 891.819630 2024.4395
## 23 1207.2845 23.210458 158.14658 0 194.429616 1207.2845
## 24 198.9698 4.955044 78.97388 0 41.507468 605.5351
## 25 127.7798 0.208189 16.62154 0 1.743963 127.7798
## 26 371.6230 1.788436 48.40200 0 14.981392 371.6230
## 27 2329.2416 210.053491 313.70139 0 1759.578323 2329.2416
## 28 0.0000 15.225064 131.92589 0 127.537482 1008.7701
## 29 0.0000 79.307089 251.12722 0 664.340466 1900.1312
## 30 0.0000 70.921893 242.18955 0 594.099268 1834.7280
## 31 1741.3784 57.695374 229.30414 0 484.234943 1741.3784
## 32 0.0000 97.919790 272.61384 0 821.836840 2058.7301
## 33 655.9186 366.162472 319.73038 0 3073.186822 2315.5659
## 34 595.9439 70.638869 245.96601 0 592.869174 1864.4652
## 35 716.3874 162.377983 308.84044 0 1362.831843 2312.0452
## 36 484.5988 38.359504 196.76765 0 321.949768 1498.6813
## 37 277.5406 0.961387 36.12493 0 8.068879 277.5406
## 38 2340.3197 175.259309 313.17508 0 1470.944294 2340.3197
## 39 739.3670 146.733978 314.50983 0 1235.847747 2363.8366
## 40 731.8220 138.388532 310.16687 0 1165.559320 2333.6138
## 41 430.4783 26.216578 173.31438 0 220.805698 1323.5342
## 42 856.1695 9.661325 111.75083 0 81.371251 856.1695
## 43 241.1005 0.689741 31.36842 0 5.809255 241.1005
## 44 655.9787 86.946814 271.88168 0 732.298174 2058.7170
## 45 579.5476 58.239219 237.12866 0 490.512212 1802.2972
## 46 759.1218 177.676272 327.38564 0 1496.455177 2451.0668
## 47 2296.1057 75.639378 302.02500 0 639.033677 2296.1057
## 48 919.6001 157.583713 386.33547 0 1331.334320 2914.4235
## 49 1004.1636 277.611095 438.88377 0 2345.376756 3274.1377
## 50 0.0000 20.704588 175.11002 0 174.921175 1339.8679
## 51 938.7384 172.794470 396.30011 0 1459.841273 2985.4456
## 52 2664.9837 116.426265 351.93144 0 983.618665 2664.9837
## 53 2195.1511 67.086557 288.49282 0 566.775803 2195.1511
## 54 839.8305 112.281400 347.72114 0 948.601083 2634.1257
## 55 897.6182 124.997059 371.90356 0 1058.927841 2817.0944
## 56 1824.3362 39.467640 238.89057 0 334.354933 1824.3362
## 57 217.1372 0.475891 28.23467 0 4.031571 217.1372
## 58 938.3385 9.095457 122.34486 0 77.053273 938.3385
## 59 1429.4957 22.555963 186.79363 0 191.085589 1429.4957
## 60 589.5682 38.924210 237.48188 0 329.751197 1813.6910
## 61 2349.7067 74.247991 308.78808 0 629.000917 2349.7067
## 62 815.1947 91.888962 334.35219 0 778.448555 2540.0718
## 63 2275.9051 61.637549 298.44531 0 524.036591 2275.9051
## 64 3724.0775 338.274976 499.09069 0 2875.981728 3724.0775
## 65 2580.7166 85.536877 339.12390 0 727.226406 2580.7166
## 66 553.3867 2.865331 72.01853 0 24.360773 553.3867
## 67 339.8371 1.079977 44.19612 0 9.181862 339.8371
## 68 620.8842 40.153312 249.69584 0 341.379650 1908.1245
## 69 708.4867 55.700736 286.42394 0 473.562373 2185.4349
## 70 2320.6516 64.752091 304.39912 0 550.516132 2320.6516
## 71 2791.6692 95.743163 366.78017 0 816.467828 2791.6692
## 72 3049.0461 123.062780 401.40129 0 1049.440998 3049.0461
## 73 952.2636 113.502471 390.18282 0 967.913666 2965.8843
## 74 1953.3721 39.208736 255.43056 0 334.359869 1953.3721
## 75 2581.3543 79.544560 338.75657 0 678.331190 2581.3543
## 76 1069.7789 175.030043 445.28564 0 1492.601604 3369.4690
## 77 1201.5949 403.502906 530.42130 0 3440.946903 3948.2554
## 78 1185.1064 481.922101 535.42476 0 4109.681331 3960.4635
## 79 1206.7131 246.593647 508.22323 0 2108.317977 3833.3469
## 80 1736.1707 28.510343 226.68206 0 243.756765 1736.1707
## 81 0.0000 178.537413 464.76767 0 1526.453103 3520.7900
## 82 741.0913 53.706716 298.29626 0 459.179859 2279.4246
## 83 1142.4224 719.144108 549.84370 0 6148.513845 4000.7683
## 84 931.6676 98.454548 379.38085 0 841.763345 2889.2662
## 85 2009.5367 39.827697 262.66115 0 340.517492 2009.5367
## 86 0.0000 107.563432 391.96663 0 919.642177 2983.2239
## 87 1517.1287 492.982648 662.58860 0 4224.244252 4947.8824
## 88 1401.6696 280.062006 588.13183 0 2399.780850 4441.2220
## 89 1276.4785 1006.258547 638.52310 0 8622.376262 4601.7749
## 90 1518.5373 514.604915 666.10348 0 4409.520012 4968.1756
## 91 5004.7833 581.081450 673.56165 0 4979.140712 5004.7833
## 92 1498.2606 649.448807 676.62504 0 5564.963393 5006.9563
## 93 2739.3181 71.385615 358.63292 0 611.685374 2739.3181
## 94 4472.0634 1071.163494 624.31907 0 9178.530416 4472.0634
## 95 0.0000 55.390537 330.98383 0 475.533763 2532.1714
## 96 1604.5956 560.209460 703.78786 0 4809.458920 5249.9425
## 97 1582.2327 693.221389 712.70386 0 5951.380741 5278.2180
## 98 2931.0762 78.200262 383.68056 0 671.357720 2931.0762
## 99 5148.0640 468.844549 686.95667 0 4025.081251 5148.0640
## 100 1470.2335 288.166753 614.92001 0 2473.942802 4648.1540
## 101 1517.7403 334.345597 639.69175 0 2870.393182 4824.9053
## 102 1598.0107 491.154413 692.02323 0 4216.613857 5180.3086
## 103 3374.3440 103.402938 442.08240 0 889.184440 3374.3440
## 104 1673.6578 691.956803 745.81482 0 5950.287618 5540.0231
## 105 1591.6858 891.249459 739.44101 0 7664.048679 5432.1433
## 106 1602.3115 811.984237 733.35758 0 6982.429735 5408.6723
## 107 1656.0793 643.401402 732.64226 0 5532.749129 5452.8936
## 108 1576.9979 354.810304 664.31038 0 3051.091272 5011.7447
## 109 4860.8195 1186.679177 676.57624 0 10204.513329 4860.8195
## 110 1276.9906 1246.769909 662.00660 0 10721.246655 4730.8802
## 111 5063.2718 325.177218 669.49499 0 2800.222580 5063.2718
## 112 5646.9558 591.547284 755.20900 0 5094.034785 5646.9558
## 113 1700.5452 792.986564 766.78101 0 6828.703729 5678.2241
## 114 3953.1007 149.737290 518.81793 0 1289.443776 3953.1007
## 115 1735.7881 630.598149 760.13345 0 5430.316383 5673.6682
## 116 1641.9831 918.469142 759.63284 0 7909.281118 5587.1216
## 117 1649.6566 904.470886 760.87750 0 7788.736897 5600.7294
## 118 1734.9380 578.705733 753.25960 0 4983.451391 5635.6295
## 119 1562.0485 261.803713 644.72470 0 2257.222162 4892.7631
## 120 5903.9696 816.112644 796.17975 0 7036.369058 5903.9696
## 121 1171.9512 111.590455 473.26996 0 962.111828 3614.2031
## 122 826.8841 1876.848257 555.31077 0 16181.831152 3751.2015
## 123 1409.0168 1353.350539 719.11454 0 11668.332705 5159.7231
## 124 1679.5828 1010.696529 783.01679 0 8714.034557 5748.0209
## 125 1190.0423 1568.378189 659.72794 0 13522.260491 4641.9921
## 126 1806.5855 635.730393 786.64848 0 5481.147361 5881.1281
## 127 1613.5200 17.475456 210.08500 0 150.825770 1613.5200
## 128 1507.0538 15.152677 196.18114 0 130.778509 1507.0538
## 129 2562.7234 47.420174 334.37441 0 409.270245 2562.7234
## 130 1662.0114 300.681421 687.90481 0 2595.097158 5216.5356
## 131 4887.9400 242.564319 643.17760 0 2093.504725 4887.9400
## 132 1798.1762 946.515290 819.15321 0 8169.108459 6050.3759
## 133 1805.4115 931.123216 820.13448 0 8036.263777 6062.1576
## 134 1738.9722 1054.572792 808.96708 0 9101.722508 5942.2651
## 135 1482.9772 1455.065129 754.64602 0 12565.777885 5419.3023
## 136 1526.8753 1360.108841 760.55434 0 11745.746115 5490.5286
## 137 1799.4589 975.102319 821.59900 0 8420.873337 6065.0294
## 138 1727.1955 1100.204192 808.15766 0 9501.238967 5927.6109
## 139 1639.1806 1224.231685 788.41258 0 10572.326364 5741.9234
## 140 1659.1716 294.252751 685.55051 0 2541.133478 5201.3605
## 141 5690.2848 416.943414 753.33222 0 3600.676165 5690.2848
## 142 6151.4588 744.799442 824.72332 0 6432.003743 6151.4588
## 143 6141.7808 442.162752 812.53012 0 3821.423735 6141.7808
## 144 6769.1296 779.624232 905.62140 0 6737.959114 6769.1296
## 145 6811.8506 928.578303 916.31179 0 8025.305507 6811.8506
## 146 2063.6499 911.717555 915.77896 0 7879.585263 6812.2322
## 147 2051.3792 962.485999 916.90944 0 8318.355231 6807.4325
## 148 2035.4695 1013.748284 916.67097 0 8761.393259 6791.9555
## 149 2055.8835 945.502550 916.68786 0 8171.574543 6810.2445
## 150 6227.3939 468.323305 824.54704 0 4047.518217 6227.3939
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 212.935880 0.00000 0.0000 0 0
## 2 0 221.817730 0.00000 0.0000 0 0
## 3 0 265.166619 0.00000 0.0000 0 0
## 4 0 8.722429 0.00000 0.0000 0 0
## 5 0 35.484869 0.00000 0.0000 0 0
## 6 0 203.118349 0.00000 0.0000 0 0
## 7 0 266.069029 0.00000 0.0000 0 0
## 8 0 339.766169 0.00000 0.0000 0 0
## 9 0 123.635848 0.00000 0.0000 0 0
## 10 0 270.241160 0.00000 0.0000 0 0
## 11 0 211.492785 0.00000 0.0000 0 0
## 12 0 272.834199 0.00000 0.0000 0 0
## 13 0 350.939560 0.00000 0.0000 0 0
## 14 0 399.605340 0.00000 0.0000 0 0
## 15 0 13.335686 10.52199 113.6540 0 0
## 16 0 230.543492 39.85480 241.2432 0 0
## 17 0 543.548235 289.69666 492.2764 0 0
## 18 0 218.429207 43.22052 279.3542 0 0
## 19 0 274.242610 74.12793 360.7810 0 0
## 20 0 537.591307 343.40693 596.1497 0 0
## 21 0 482.245927 0.00000 0.0000 0 0
## 22 0 463.193949 0.00000 0.0000 0 0
## 23 0 188.047754 0.00000 0.0000 0 0
## 24 0 87.261878 0.00000 0.0000 0 0
## 25 0 7.389436 0.00000 0.0000 0 0
## 26 0 22.968690 0.00000 0.0000 0 0
## 27 0 582.677935 0.00000 0.0000 0 0
## 28 0 63.181245 19.13062 151.3155 0 0
## 29 0 409.412763 133.53243 381.9264 0 0
## 30 0 389.147129 133.72808 412.9860 0 0
## 31 0 314.907513 0.00000 0.0000 0 0
## 32 0 329.428509 123.27553 308.8095 0 0
## 33 0 784.235383 0.00000 0.0000 0 0
## 34 0 363.740875 0.00000 0.0000 0 0
## 35 0 513.307563 0.00000 0.0000 0 0
## 36 0 238.671832 0.00000 0.0000 0 0
## 37 0 14.888392 0.00000 0.0000 0 0
## 38 0 542.335473 0.00000 0.0000 0 0
## 39 0 513.707454 0.00000 0.0000 0 0
## 40 0 477.010312 0.00000 0.0000 0 0
## 41 0 207.501636 0.00000 0.0000 0 0
## 42 0 112.903276 0.00000 0.0000 0 0
## 43 0 13.702465 0.00000 0.0000 0 0
## 44 0 389.241061 0.00000 0.0000 0 0
## 45 0 365.477184 0.00000 0.0000 0 0
## 46 0 546.044213 0.00000 0.0000 0 0
## 47 0 421.598707 0.00000 0.0000 0 0
## 48 0 649.469296 0.00000 0.0000 0 0
## 49 0 820.024250 0.00000 0.0000 0 0
## 50 0 187.025784 26.23818 200.9802 0 0
## 51 0 619.387080 0.00000 0.0000 0 0
## 52 0 524.407505 0.00000 0.0000 0 0
## 53 0 396.149728 0.00000 0.0000 0 0
## 54 0 463.426423 0.00000 0.0000 0 0
## 55 0 488.380034 0.00000 0.0000 0 0
## 56 0 304.533822 0.00000 0.0000 0 0
## 57 0 9.947177 0.00000 0.0000 0 0
## 58 0 125.689927 0.00000 0.0000 0 0
## 59 0 221.512500 0.00000 0.0000 0 0
## 60 0 233.453148 0.00000 0.0000 0 0
## 61 0 426.871076 0.00000 0.0000 0 0
## 62 0 375.199474 0.00000 0.0000 0 0
## 63 0 398.893985 0.00000 0.0000 0 0
## 64 0 894.301166 0.00000 0.0000 0 0
## 65 0 472.151196 0.00000 0.0000 0 0
## 66 0 54.394771 0.00000 0.0000 0 0
## 67 0 16.735796 0.00000 0.0000 0 0
## 68 0 225.214651 0.00000 0.0000 0 0
## 69 0 276.125122 0.00000 0.0000 0 0
## 70 0 409.524736 0.00000 0.0000 0 0
## 71 0 512.797511 0.00000 0.0000 0 0
## 72 0 579.791681 0.00000 0.0000 0 0
## 73 0 492.885509 0.00000 0.0000 0 0
## 74 0 322.069555 0.00000 0.0000 0 0
## 75 0 463.128390 0.00000 0.0000 0 0
## 76 0 627.873842 0.00000 0.0000 0 0
## 77 0 862.434411 0.00000 0.0000 0 0
## 78 0 900.137688 0.00000 0.0000 0 0
## 79 0 689.960948 0.00000 0.0000 0 0
## 80 0 274.794161 0.00000 0.0000 0 0
## 81 0 564.854088 228.96796 528.1185 0 0
## 82 0 429.398770 0.00000 0.0000 0 0
## 83 0 1203.137132 0.00000 0.0000 0 0
## 84 0 483.911186 0.00000 0.0000 0 0
## 85 0 330.362061 0.00000 0.0000 0 0
## 86 0 533.435961 137.94633 447.4836 0 0
## 87 0 1176.385285 0.00000 0.0000 0 0
## 88 0 972.689894 0.00000 0.0000 0 0
## 89 0 1344.096468 0.00000 0.0000 0 0
## 90 0 979.014330 0.00000 0.0000 0 0
## 91 0 1266.247912 0.00000 0.0000 0 0
## 92 0 1046.402279 0.00000 0.0000 0 0
## 93 0 477.421002 0.00000 0.0000 0 0
## 94 0 1566.977779 0.00000 0.0000 0 0
## 95 0 346.108901 71.33006 379.8257 0 0
## 96 0 1256.421531 0.00000 0.0000 0 0
## 97 0 1258.008699 0.00000 0.0000 0 0
## 98 0 512.537281 0.00000 0.0000 0 0
## 99 0 1187.244703 0.00000 0.0000 0 0
## 100 0 917.110790 0.00000 0.0000 0 0
## 101 0 936.214624 0.00000 0.0000 0 0
## 102 0 965.168526 0.00000 0.0000 0 0
## 103 0 604.270452 0.00000 0.0000 0 0
## 104 0 1223.539271 0.00000 0.0000 0 0
## 105 0 1340.297105 0.00000 0.0000 0 0
## 106 0 1188.920306 0.00000 0.0000 0 0
## 107 0 1076.065809 0.00000 0.0000 0 0
## 108 0 843.226200 0.00000 0.0000 0 0
## 109 0 1662.253404 0.00000 0.0000 0 0
## 110 0 1456.419882 0.00000 0.0000 0 0
## 111 0 1046.881107 0.00000 0.0000 0 0
## 112 0 1338.027427 0.00000 0.0000 0 0
## 113 0 1374.512476 0.00000 0.0000 0 0
## 114 0 732.550159 0.00000 0.0000 0 0
## 115 0 1190.646384 0.00000 0.0000 0 0
## 116 0 1352.699592 0.00000 0.0000 0 0
## 117 0 1260.652150 0.00000 0.0000 0 0
## 118 0 1073.926203 0.00000 0.0000 0 0
## 119 0 790.099924 0.00000 0.0000 0 0
## 120 0 1528.627956 0.00000 0.0000 0 0
## 121 0 686.397225 0.00000 0.0000 0 0
## 122 0 1628.613500 0.00000 0.0000 0 0
## 123 0 1440.152731 0.00000 0.0000 0 0
## 124 0 1425.250494 0.00000 0.0000 0 0
## 125 0 1545.201110 0.00000 0.0000 0 0
## 126 0 1177.836581 0.00000 0.0000 0 0
## 127 0 241.982332 0.00000 0.0000 0 0
## 128 0 222.456779 0.00000 0.0000 0 0
## 129 0 422.530260 0.00000 0.0000 0 0
## 130 0 892.802208 0.00000 0.0000 0 0
## 131 0 948.587597 0.00000 0.0000 0 0
## 132 0 1370.625250 0.00000 0.0000 0 0
## 133 0 1333.844008 0.00000 0.0000 0 0
## 134 0 1451.398683 0.00000 0.0000 0 0
## 135 0 1520.144518 0.00000 0.0000 0 0
## 136 0 1474.086409 0.00000 0.0000 0 0
## 137 0 1354.916853 0.00000 0.0000 0 0
## 138 0 1411.519143 0.00000 0.0000 0 0
## 139 0 1470.445327 0.00000 0.0000 0 0
## 140 0 846.197476 0.00000 0.0000 0 0
## 141 0 1200.087736 0.00000 0.0000 0 0
## 142 0 1500.895432 0.00000 0.0000 0 0
## 143 0 1287.630530 0.00000 0.0000 0 0
## 144 0 1618.827850 0.00000 0.0000 0 0
## 145 0 1725.688532 0.00000 0.0000 0 0
## 146 0 1412.338737 0.00000 0.0000 0 0
## 147 0 1477.383001 0.00000 0.0000 0 0
## 148 0 1520.362439 0.00000 0.0000 0 0
## 149 0 1501.030854 0.00000 0.0000 0 0
## 150 0 1319.677143 0.00000 0.0000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.516859 1 1 4.72406 0 1.000000
## 2 0 0.516859 1 1 4.72406 0 1.000000
## 3 0 0.516859 1 1 4.72406 0 1.000000
## 4 0 0.516859 1 1 4.72406 0 1.000000
## 5 0 0.516859 1 1 4.72406 0 1.000000
## 6 0 0.516859 1 1 4.72406 0 1.000000
## 7 0 0.516859 1 1 4.72406 0 1.000000
## 8 0 0.516859 1 1 4.72406 0 1.000000
## 9 0 0.516859 1 1 4.72406 0 1.000000
## 10 0 0.516859 1 1 4.72406 0 1.000000
## 11 0 0.516859 1 1 4.72406 0 1.000000
## 12 0 0.516859 1 1 4.72406 0 1.000000
## 13 0 0.516859 1 1 4.72406 0 1.000000
## 14 0 0.516859 1 1 4.72406 0 1.000000
## 15 0 0.000000 1 1 0.10000 0 1.000000
## 16 0 0.000000 1 1 0.10000 0 1.000000
## 17 0 0.000000 1 1 0.10000 0 1.000000
## 18 0 0.000000 1 1 0.10000 0 1.000000
## 19 0 0.000000 1 1 0.10000 0 0.988665
## 20 0 0.000000 1 1 0.10000 0 1.000000
## 21 0 0.516859 1 1 4.72406 0 1.000000
## 22 0 0.516859 1 1 4.72406 0 1.000000
## 23 0 0.516859 1 1 4.72406 0 1.000000
## 24 0 0.516859 1 1 4.72406 0 1.000000
## 25 0 0.516859 1 1 4.72406 0 1.000000
## 26 0 0.516859 1 1 4.72406 0 1.000000
## 27 0 0.516859 1 1 4.72406 0 1.000000
## 28 0 0.000000 1 1 0.10000 0 1.000000
## 29 0 0.000000 1 1 0.10000 0 1.000000
## 30 0 0.000000 1 1 0.10000 0 1.000000
## 31 0 0.516859 1 1 4.72406 0 1.000000
## 32 0 0.000000 1 1 0.10000 0 1.000000
## 33 0 0.516859 1 1 4.72406 0 1.000000
## 34 0 0.516859 1 1 4.72406 0 1.000000
## 35 0 0.516859 1 1 4.72406 0 1.000000
## 36 0 0.516859 1 1 4.72406 0 1.000000
## 37 0 0.516859 1 1 4.72406 0 1.000000
## 38 0 0.516859 1 1 4.72406 0 1.000000
## 39 0 0.516859 1 1 4.72406 0 1.000000
## 40 0 0.516859 1 1 4.72406 0 1.000000
## 41 0 0.516859 1 1 4.72406 0 1.000000
## 42 0 0.516859 1 1 4.72406 0 1.000000
## 43 0 0.516859 1 1 4.72406 0 1.000000
## 44 0 0.516859 1 1 4.72406 0 1.000000
## 45 0 0.516859 1 1 4.72406 0 1.000000
## 46 0 0.516859 1 1 4.72406 0 1.000000
## 47 0 0.516859 1 1 4.72406 0 1.000000
## 48 0 0.516859 1 1 4.72406 0 1.000000
## 49 0 0.516859 1 1 4.72406 0 1.000000
## 50 0 0.000000 1 1 0.10000 0 1.000000
## 51 0 0.516859 1 1 4.72406 0 1.000000
## 52 0 0.516859 1 1 4.72406 0 1.000000
## 53 0 0.516859 1 1 4.72406 0 1.000000
## 54 0 0.516859 1 1 4.72406 0 1.000000
## 55 0 0.516859 1 1 4.72406 0 1.000000
## 56 0 0.516859 1 1 4.72406 0 1.000000
## 57 0 0.516859 1 1 4.72406 0 1.000000
## 58 0 0.516859 1 1 4.72406 0 1.000000
## 59 0 0.516859 1 1 4.72406 0 1.000000
## 60 0 0.516859 1 1 4.72406 0 1.000000
## 61 0 0.516859 1 1 4.72406 0 1.000000
## 62 0 0.516859 1 1 4.72406 0 1.000000
## 63 0 0.516859 1 1 4.72406 0 1.000000
## 64 0 0.516859 1 1 4.72406 0 1.000000
## 65 0 0.516859 1 1 4.72406 0 1.000000
## 66 0 0.516859 1 1 4.72406 0 1.000000
## 67 0 0.516859 1 1 4.72406 0 1.000000
## 68 0 0.516859 1 1 4.72406 0 1.000000
## 69 0 0.516859 1 1 4.72406 0 1.000000
## 70 0 0.516859 1 1 4.72406 0 1.000000
## 71 0 0.516859 1 1 4.72406 0 1.000000
## 72 0 0.516859 1 1 4.72406 0 1.000000
## 73 0 0.516859 1 1 4.72406 0 1.000000
## 74 0 0.516859 1 1 4.72406 0 1.000000
## 75 0 0.516859 1 1 4.72406 0 1.000000
## 76 0 0.516859 1 1 4.72406 0 1.000000
## 77 0 0.516859 1 1 4.72406 0 1.000000
## 78 0 0.516859 1 1 4.72406 0 1.000000
## 79 0 0.516859 1 1 4.72406 0 1.000000
## 80 0 0.516859 1 1 4.72406 0 1.000000
## 81 0 0.000000 1 1 0.10000 0 1.000000
## 82 0 0.516859 1 1 4.72406 0 1.000000
## 83 0 0.516859 1 1 4.72406 0 1.000000
## 84 0 0.516859 1 1 4.72406 0 1.000000
## 85 0 0.516859 1 1 4.72406 0 1.000000
## 86 0 0.000000 1 1 0.10000 0 1.000000
## 87 0 0.516859 1 1 4.72406 0 1.000000
## 88 0 0.516859 1 1 4.72406 0 1.000000
## 89 0 0.516859 1 1 4.72406 0 1.000000
## 90 0 0.516859 1 1 4.72406 0 1.000000
## 91 0 0.516859 1 1 4.72406 0 1.000000
## 92 0 0.516859 1 1 4.72406 0 1.000000
## 93 0 0.516859 1 1 4.72406 0 1.000000
## 94 0 0.516859 1 1 4.72406 0 1.000000
## 95 0 0.000000 1 1 0.10000 0 1.000000
## 96 0 0.516859 1 1 4.72406 0 1.000000
## 97 0 0.516859 1 1 4.72406 0 1.000000
## 98 0 0.516859 1 1 4.72406 0 1.000000
## 99 0 0.516859 1 1 4.72406 0 1.000000
## 100 0 0.516859 1 1 4.72406 0 1.000000
## 101 0 0.516859 1 1 4.72406 0 1.000000
## 102 0 0.516859 1 1 4.72406 0 1.000000
## 103 0 0.516859 1 1 4.72406 0 1.000000
## 104 0 0.516859 1 1 4.72406 0 1.000000
## 105 0 0.516859 1 1 4.72406 0 1.000000
## 106 0 0.516859 1 1 4.72406 0 1.000000
## 107 0 0.516859 1 1 4.72406 0 1.000000
## 108 0 0.516859 1 1 4.72406 0 1.000000
## 109 0 0.516859 1 1 4.72406 0 1.000000
## 110 0 0.516859 1 1 4.72406 0 1.000000
## 111 0 0.516859 1 1 4.72406 0 1.000000
## 112 0 0.516859 1 1 4.72406 0 1.000000
## 113 0 0.516859 1 1 4.72406 0 1.000000
## 114 0 0.516859 1 1 4.72406 0 1.000000
## 115 0 0.516859 1 1 4.72406 0 1.000000
## 116 0 0.516859 1 1 4.72406 0 1.000000
## 117 0 0.516859 1 1 4.72406 0 1.000000
## 118 0 0.516859 1 1 4.72406 0 1.000000
## 119 0 0.516859 1 1 4.72406 0 1.000000
## 120 0 0.516859 1 1 4.72406 0 1.000000
## 121 0 0.516859 1 1 4.72406 0 1.000000
## 122 0 0.516859 1 1 4.72406 0 1.000000
## 123 0 0.516859 1 1 4.72406 0 1.000000
## 124 0 0.516859 1 1 4.72406 0 1.000000
## 125 0 0.516859 1 1 4.72406 0 1.000000
## 126 0 0.516859 1 1 4.72406 0 1.000000
## 127 0 0.516859 1 1 4.72406 0 1.000000
## 128 0 0.516859 1 1 4.72406 0 1.000000
## 129 0 0.516859 1 1 4.72406 0 1.000000
## 130 0 0.516859 1 1 4.72406 0 1.000000
## 131 0 0.516859 1 1 4.72406 0 1.000000
## 132 0 0.516859 1 1 4.72406 0 1.000000
## 133 0 0.516859 1 1 4.72406 0 1.000000
## 134 0 0.516859 1 1 4.72406 0 1.000000
## 135 0 0.516859 1 1 4.72406 0 1.000000
## 136 0 0.516859 1 1 4.72406 0 1.000000
## 137 0 0.516859 1 1 4.72406 0 1.000000
## 138 0 0.516859 1 1 4.72406 0 1.000000
## 139 0 0.516859 1 1 4.72406 0 1.000000
## 140 0 0.516859 1 1 4.72406 0 1.000000
## 141 0 0.516859 1 1 4.72406 0 1.000000
## 142 0 0.516859 1 1 4.72406 0 1.000000
## 143 0 0.516859 1 1 4.72406 0 1.000000
## 144 0 0.516859 1 1 4.72406 0 1.000000
## 145 0 0.516859 1 1 4.72406 0 1.000000
## 146 0 0.516859 1 1 4.72406 0 1.000000
## 147 0 0.516859 1 1 4.72406 0 1.000000
## 148 0 0.516859 1 1 4.72406 0 1.000000
## 149 0 0.516859 1 1 4.72406 0 1.000000
## 150 0 0.516859 1 1 4.72406 0 1.000000
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 0 619.3479 3.763784 0 0.000000 0.0000
## 2 0 615.6893 3.763784 0 0.000000 0.0000
## 3 0 595.2037 3.763784 0 0.000000 1680.6730
## 4 0 986.1141 3.763784 0 0.000000 0.0000
## 5 0 647.0488 3.763784 0 0.000000 323.3208
## 6 0 661.6896 3.763784 0 0.000000 0.0000
## 7 0 914.7999 3.763784 0 0.000000 0.0000
## 8 0 647.7040 3.763784 0 0.000000 1647.7533
## 9 0 608.3903 3.763784 0 0.000000 440.6475
## 10 0 593.4743 3.763784 0 0.000000 1095.1666
## 11 0 584.7886 3.763784 0 0.000000 854.1885
## 12 0 570.0408 3.763784 0 0.000000 1067.0915
## 13 0 549.5877 3.763784 0 0.000000 1518.0923
## 14 0 529.1886 3.763784 0 0.000000 1747.0657
## 15 0 527.8325 3.763784 0 0.850000 0.0000
## 16 0 493.8121 3.763784 0 0.799000 0.0000
## 17 0 474.5343 3.763784 0 0.774906 0.0000
## 18 0 456.3280 3.763784 0 0.756135 0.0000
## 19 0 453.4719 3.763784 0 0.740238 0.0000
## 20 0 442.7184 3.763784 0 0.726230 0.0000
## 21 0 435.8395 3.763784 0 0.000000 2092.9933
## 22 0 426.8557 3.763784 0 0.000000 1987.4513
## 23 0 432.9963 3.763784 0 0.000000 0.0000
## 24 0 416.4136 3.763784 0 0.000000 383.3685
## 25 0 432.8168 3.763784 0 0.000000 0.0000
## 26 0 1348.6881 3.763784 0 0.000000 0.0000
## 27 0 1135.4329 3.763784 0 0.000000 0.0000
## 28 0 689.4492 3.763784 0 0.850000 0.0000
## 29 0 600.2607 3.763784 0 0.799000 0.0000
## 30 0 599.5778 3.763784 0 0.774906 0.0000
## 31 0 597.4063 3.763784 0 0.000000 0.0000
## 32 0 586.1464 3.763784 0 0.850000 0.0000
## 33 0 567.1985 3.763784 0 0.000000 4193.9589
## 34 0 563.0670 3.763784 0 0.000000 1615.6570
## 35 0 554.8187 3.763784 0 0.000000 2591.0020
## 36 0 548.7374 3.763784 0 0.000000 1153.9691
## 37 0 868.7160 3.763784 0 0.000000 0.0000
## 38 0 609.5866 3.763784 0 0.000000 0.0000
## 39 0 562.4321 3.763784 0 0.000000 2500.3489
## 40 0 563.5093 3.763784 0 0.000000 2417.4338
## 41 0 554.9927 3.763784 0 0.000000 959.4275
## 42 0 711.6262 3.763784 0 0.000000 0.0000
## 43 0 934.8806 3.763784 0 0.000000 0.0000
## 44 0 628.4365 3.763784 0 0.000000 1855.9349
## 45 0 595.8061 3.763784 0 0.000000 1483.9808
## 46 0 600.5656 3.763784 0 0.000000 2793.6480
## 47 0 631.7111 3.763784 0 0.000000 0.0000
## 48 0 594.9743 3.763784 0 0.000000 2901.5819
## 49 0 588.5406 3.763784 0 0.000000 4053.3994
## 50 0 1043.5715 3.763784 0 0.850000 0.0000
## 51 0 676.3893 3.763784 0 0.000000 3062.0197
## 52 0 641.9812 3.763784 0 0.000000 0.0000
## 53 0 1279.9057 3.763784 0 0.000000 0.0000
## 54 0 816.0699 3.763784 0 0.000000 2384.6236
## 55 0 697.8655 3.763784 0 0.000000 2590.8018
## 56 0 1832.7890 3.763784 0 0.000000 0.0000
## 57 0 2851.2779 3.763784 0 0.000000 0.0000
## 58 0 1606.8670 3.763784 0 0.000000 0.0000
## 59 0 1458.6459 3.763784 0 0.000000 0.0000
## 60 0 1314.2620 3.763784 0 0.000000 1339.5298
## 61 0 1403.0892 3.763784 0 0.000000 0.0000
## 62 0 1288.5064 3.763784 0 0.000000 2171.4735
## 63 0 1477.9642 3.763784 0 0.000000 0.0000
## 64 0 1339.6838 3.763784 0 0.000000 0.0000
## 65 0 1287.8057 3.763784 0 0.000000 0.0000
## 66 0 1312.2671 3.763784 0 0.000000 0.0000
## 67 0 1902.4958 3.763784 0 0.000000 0.0000
## 68 0 1455.5166 3.763784 0 0.000000 1403.6695
## 69 0 1290.0753 3.763784 0 0.000000 1684.6108
## 70 0 1296.7162 3.763784 0 0.000000 0.0000
## 71 0 1453.0252 3.763784 0 0.000000 0.0000
## 72 0 1367.5400 3.763784 0 0.000000 0.0000
## 73 0 1284.7012 3.763784 0 0.000000 2588.1546
## 74 0 1798.9730 3.763784 0 0.000000 0.0000
## 75 0 2083.4036 3.763784 0 0.000000 0.0000
## 76 0 1465.9174 3.763784 0 0.000000 3306.0847
## 77 0 1373.1295 3.763784 0 0.000000 5448.6872
## 78 0 1371.4783 3.763784 0 0.000000 6078.0240
## 79 0 1354.5903 3.763784 0 0.000000 4140.7853
## 80 0 1700.6050 3.763784 0 0.000000 0.0000
## 81 0 1467.3181 3.763784 0 0.850000 0.0000
## 82 0 1361.7839 3.763784 0 0.000000 1723.6527
## 83 0 1366.2096 3.763784 0 0.000000 7991.9315
## 84 0 1356.2343 3.763784 0 0.000000 2426.2589
## 85 0 1413.8957 3.763784 0 0.000000 0.0000
## 86 0 1575.8557 3.763784 0 0.850000 0.0000
## 87 0 1381.8939 3.763784 0 0.000000 6737.7852
## 88 0 1341.6870 3.763784 0 0.000000 4755.2330
## 89 0 1336.9313 3.763784 0 0.000000 10625.2575
## 90 0 1326.8773 3.763784 0 0.000000 6921.3887
## 91 0 1475.1487 3.763784 0 0.000000 0.0000
## 92 0 1337.5920 3.763784 0 0.000000 8016.4672
## 93 0 1615.9309 3.763784 0 0.000000 0.0000
## 94 0 1535.9808 3.763784 0 0.000000 0.0000
## 95 0 1357.3815 3.763784 0 0.850000 0.0000
## 96 0 1305.4494 3.763784 0 0.000000 7448.8656
## 97 0 1308.5569 3.763784 0 0.000000 8524.4062
## 98 0 1548.0816 3.763784 0 0.000000 0.0000
## 99 0 1471.1417 3.763784 0 0.000000 0.0000
## 100 0 1303.6623 3.763784 0 0.000000 4939.6536
## 101 0 1281.9127 3.763784 0 0.000000 5408.0284
## 102 0 1275.4362 3.763784 0 0.000000 6859.2194
## 103 0 1710.1706 3.763784 0 0.000000 0.0000
## 104 0 1365.5472 3.763784 0 0.000000 8667.6218
## 105 0 1265.0577 3.763784 0 0.000000 10194.8870
## 106 0 1262.6277 3.763784 0 0.000000 9549.6804
## 107 0 1245.4939 3.763784 0 0.000000 8230.9992
## 108 0 1236.6484 3.763784 0 0.000000 5679.5545
## 109 0 1328.5932 3.763784 0 0.000000 0.0000
## 110 0 1230.0524 3.763784 0 0.000000 12629.9236
## 111 0 1326.1079 3.763784 0 0.000000 0.0000
## 112 0 1574.1464 3.763784 0 0.000000 0.0000
## 113 0 1285.5668 3.763784 0 0.000000 9555.6898
## 114 0 1252.2526 3.763784 0 0.000000 0.0000
## 115 0 1197.9891 3.763784 0 0.000000 8257.7980
## 116 0 1187.1202 3.763784 0 0.000000 10504.7794
## 117 0 1174.7190 3.763784 0 0.000000 10400.8631
## 118 0 1160.3998 3.763784 0 0.000000 7822.2349
## 119 0 1154.7124 3.763784 0 0.000000 4872.9382
## 120 0 2257.6503 3.763784 0 0.000000 0.0000
## 121 0 1415.1263 3.763784 0 0.000000 2946.7322
## 122 0 1250.5896 3.763784 0 0.000000 17112.8454
## 123 0 1196.0870 3.763784 0 0.000000 13736.2334
## 124 0 1188.6240 3.763784 0 0.000000 11336.2672
## 125 0 1169.2278 3.763784 0 0.000000 15157.7851
## 126 0 1163.7443 3.763784 0 0.000000 8419.4624
## 127 0 1235.1798 3.763784 0 0.000000 0.0000
## 128 0 3310.0669 3.763784 0 0.000000 0.0000
## 129 0 2023.0671 3.763784 0 0.000000 0.0000
## 130 0 1553.3668 3.763784 0 0.000000 5368.4581
## 131 0 1728.3052 3.763784 0 0.000000 0.0000
## 132 0 1540.9094 3.763784 0 0.000000 10999.3597
## 133 0 1450.6883 3.763784 0 0.000000 10883.1677
## 134 0 1409.4442 3.763784 0 0.000000 11800.6167
## 135 0 1379.7716 3.763784 0 0.000000 14703.5950
## 136 0 1358.0451 3.763784 0 0.000000 13985.7719
## 137 0 1338.3228 3.763784 0 0.000000 11237.8536
## 138 0 1335.9704 3.763784 0 0.000000 12158.7694
## 139 0 1314.1994 3.763784 0 0.000000 13043.6442
## 140 0 1305.9491 3.763784 0 0.000000 5309.0730
## 141 0 1346.7586 3.763784 0 0.000000 0.0000
## 142 0 1643.8495 3.763784 0 0.000000 0.0000
## 143 0 1423.5047 3.763784 0 0.000000 0.0000
## 144 0 1314.1297 3.763784 0 0.000000 0.0000
## 145 0 1295.0688 3.763784 0 0.000000 0.0000
## 146 0 1245.7183 3.763784 0 0.000000 11158.9859
## 147 0 1233.5451 3.763784 0 0.000000 11561.8298
## 148 0 1211.6334 3.763784 0 0.000000 11962.5444
## 149 0 1196.7268 3.763784 0 0.000000 11427.7536
## 150 0 1392.8493 3.763784 0 0.000000 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
## 1 245.418510 1308.7585 0 0.000000 0.000000 0
## 2 265.813108 1340.6716 0 0.000000 0.000000 0
## 3 668.803726 1852.2265 0 0.000000 0.000000 0
## 4 3.146046 168.7355 0 0.000000 0.000000 0
## 5 30.931895 517.3516 0 0.000000 0.000000 0
## 6 228.106621 1261.5365 0 0.000000 0.000000 0
## 7 369.399514 1519.1101 0 0.000000 0.000000 0
## 8 645.528087 1832.7128 0 0.000000 0.000000 0
## 9 55.855184 682.5171 0 0.000000 0.000000 0
## 10 307.478788 1418.4021 0 0.000000 0.000000 0
## 11 194.212840 1181.4493 0 0.000000 0.000000 0
## 12 293.142242 1392.6752 0 0.000000 0.000000 0
## 13 557.127942 1750.4568 0 0.000000 0.000000 0
## 14 716.746896 1889.9329 0 0.000000 0.000000 0
## 15 70.146594 757.6935 0 1.437222 0.000000 0
## 16 198.282594 1200.2149 0 3.253449 -0.951262 0
## 17 1287.003980 2186.9829 0 9.050614 -3.049782 0
## 18 177.231095 1145.5264 0 3.733503 -1.407194 0
## 19 285.368164 1388.8882 0 5.033668 -1.527556 0
## 20 1254.363080 2177.5571 0 10.874499 -3.481560 0
## 21 977.024842 2069.6059 0 0.000000 0.000000 0
## 22 891.819630 2024.4395 0 0.000000 0.000000 0
## 23 194.429616 1207.2845 0 0.000000 0.000000 0
## 24 41.507468 605.5351 0 0.000000 0.000000 0
## 25 1.743963 127.7798 0 0.000000 0.000000 0
## 26 14.981392 371.6230 0 0.000000 0.000000 0
## 27 1759.578323 2329.2416 0 0.000000 0.000000 0
## 28 127.537482 1008.7701 0 1.972756 0.000000 0
## 29 664.340466 1900.1312 0 5.965958 -2.127710 0
## 30 594.099268 1834.7280 0 6.327709 -2.525842 0
## 31 484.234943 1741.3784 0 0.000000 0.000000 0
## 32 821.836840 2058.7301 0 5.000984 0.000000 0
## 33 3073.186822 2315.5659 0 0.000000 0.000000 0
## 34 592.869174 1864.4652 0 0.000000 0.000000 0
## 35 1362.831843 2312.0452 0 0.000000 0.000000 0
## 36 321.949768 1498.6813 0 0.000000 0.000000 0
## 37 8.068879 277.5406 0 0.000000 0.000000 0
## 38 1470.944294 2340.3197 0 0.000000 0.000000 0
## 39 1235.847747 2363.8366 0 0.000000 0.000000 0
## 40 1165.559320 2333.6138 0 0.000000 0.000000 0
## 41 220.805698 1323.5342 0 0.000000 0.000000 0
## 42 81.371251 856.1695 0 0.000000 0.000000 0
## 43 5.809255 241.1005 0 0.000000 0.000000 0
## 44 732.298174 2058.7170 0 0.000000 0.000000 0
## 45 490.512212 1802.2972 0 0.000000 0.000000 0
## 46 1496.455177 2451.0668 0 0.000000 0.000000 0
## 47 639.033677 2296.1057 0 0.000000 0.000000 0
## 48 1331.334320 2914.4235 0 0.000000 0.000000 0
## 49 2345.376756 3274.1377 0 0.000000 0.000000 0
## 50 174.921175 1339.8679 0 2.629842 0.000000 0
## 51 1459.841273 2985.4456 0 0.000000 0.000000 0
## 52 983.618665 2664.9837 0 0.000000 0.000000 0
## 53 566.775803 2195.1511 0 0.000000 0.000000 0
## 54 948.601083 2634.1257 0 0.000000 0.000000 0
## 55 1058.927841 2817.0944 0 0.000000 0.000000 0
## 56 334.354933 1824.3362 0 0.000000 0.000000 0
## 57 4.031571 217.1372 0 0.000000 0.000000 0
## 58 77.053273 938.3385 0 0.000000 0.000000 0
## 59 191.085589 1429.4957 0 0.000000 0.000000 0
## 60 329.751197 1813.6910 0 0.000000 0.000000 0
## 61 629.000917 2349.7067 0 0.000000 0.000000 0
## 62 778.448555 2540.0718 0 0.000000 0.000000 0
## 63 524.036591 2275.9051 0 0.000000 0.000000 0
## 64 2875.981728 3724.0775 0 0.000000 0.000000 0
## 65 727.226406 2580.7166 0 0.000000 0.000000 0
## 66 24.360773 553.3867 0 0.000000 0.000000 0
## 67 9.181862 339.8371 0 0.000000 0.000000 0
## 68 341.379650 1908.1245 0 0.000000 0.000000 0
## 69 473.562373 2185.4349 0 0.000000 0.000000 0
## 70 550.516132 2320.6516 0 0.000000 0.000000 0
## 71 816.467828 2791.6692 0 0.000000 0.000000 0
## 72 1049.440998 3049.0461 0 0.000000 0.000000 0
## 73 967.913666 2965.8843 0 0.000000 0.000000 0
## 74 334.359869 1953.3721 0 0.000000 0.000000 0
## 75 678.331190 2581.3543 0 0.000000 0.000000 0
## 76 1492.601604 3369.4690 0 0.000000 0.000000 0
## 77 3440.946903 3948.2554 0 0.000000 0.000000 0
## 78 4109.681331 3960.4635 0 0.000000 0.000000 0
## 79 2108.317977 3833.3469 0 0.000000 0.000000 0
## 80 243.756765 1736.1707 0 0.000000 0.000000 0
## 81 1526.453103 3520.7900 0 8.762575 0.000000 0
## 82 459.179859 2279.4246 0 0.000000 0.000000 0
## 83 6148.513845 4000.7683 0 0.000000 0.000000 0
## 84 841.763345 2889.2662 0 0.000000 0.000000 0
## 85 340.517492 2009.5367 0 0.000000 0.000000 0
## 86 919.642177 2983.2239 0 6.775809 0.000000 0
## 87 4224.244252 4947.8824 0 0.000000 0.000000 0
## 88 2399.780850 4441.2220 0 0.000000 0.000000 0
## 89 8622.376262 4601.7749 0 0.000000 0.000000 0
## 90 4409.520012 4968.1756 0 0.000000 0.000000 0
## 91 4979.140712 5004.7833 0 0.000000 0.000000 0
## 92 5564.963393 5006.9563 0 0.000000 0.000000 0
## 93 611.685374 2739.3181 0 0.000000 0.000000 0
## 94 9178.530416 4472.0634 0 0.000000 0.000000 0
## 95 475.533763 2532.1714 0 5.221710 0.000000 0
## 96 4809.458920 5249.9425 0 0.000000 0.000000 0
## 97 5951.380741 5278.2180 0 0.000000 0.000000 0
## 98 671.357720 2931.0762 0 0.000000 0.000000 0
## 99 4025.081251 5148.0640 0 0.000000 0.000000 0
## 100 2473.942802 4648.1540 0 0.000000 0.000000 0
## 101 2870.393182 4824.9053 0 0.000000 0.000000 0
## 102 4216.613857 5180.3086 0 0.000000 0.000000 0
## 103 889.184440 3374.3440 0 0.000000 0.000000 0
## 104 5950.287618 5540.0231 0 0.000000 0.000000 0
## 105 7664.048679 5432.1433 0 0.000000 0.000000 0
## 106 6982.429735 5408.6723 0 0.000000 0.000000 0
## 107 5532.749129 5452.8936 0 0.000000 0.000000 0
## 108 3051.091272 5011.7447 0 0.000000 0.000000 0
## 109 10204.513329 4860.8195 0 0.000000 0.000000 0
## 110 10721.246655 4730.8802 0 0.000000 0.000000 0
## 111 2800.222580 5063.2718 0 0.000000 0.000000 0
## 112 5094.034785 5646.9558 0 0.000000 0.000000 0
## 113 6828.703729 5678.2241 0 0.000000 0.000000 0
## 114 1289.443776 3953.1007 0 0.000000 0.000000 0
## 115 5430.316383 5673.6682 0 0.000000 0.000000 0
## 116 7909.281118 5587.1216 0 0.000000 0.000000 0
## 117 7788.736897 5600.7294 0 0.000000 0.000000 0
## 118 4983.451391 5635.6295 0 0.000000 0.000000 0
## 119 2257.222162 4892.7631 0 0.000000 0.000000 0
## 120 7036.369058 5903.9696 0 0.000000 0.000000 0
## 121 962.111828 3614.2031 0 0.000000 0.000000 0
## 122 16181.831152 3751.2015 0 0.000000 0.000000 0
## 123 11668.332705 5159.7231 0 0.000000 0.000000 0
## 124 8714.034557 5748.0209 0 0.000000 0.000000 0
## 125 13522.260491 4641.9921 0 0.000000 0.000000 0
## 126 5481.147361 5881.1281 0 0.000000 0.000000 0
## 127 150.825770 1613.5200 0 0.000000 0.000000 0
## 128 130.778509 1507.0538 0 0.000000 0.000000 0
## 129 409.270245 2562.7234 0 0.000000 0.000000 0
## 130 2595.097158 5216.5356 0 0.000000 0.000000 0
## 131 2093.504725 4887.9400 0 0.000000 0.000000 0
## 132 8169.108459 6050.3759 0 0.000000 0.000000 0
## 133 8036.263777 6062.1576 0 0.000000 0.000000 0
## 134 9101.722508 5942.2651 0 0.000000 0.000000 0
## 135 12565.777885 5419.3023 0 0.000000 0.000000 0
## 136 11745.746115 5490.5286 0 0.000000 0.000000 0
## 137 8420.873337 6065.0294 0 0.000000 0.000000 0
## 138 9501.238967 5927.6109 0 0.000000 0.000000 0
## 139 10572.326364 5741.9234 0 0.000000 0.000000 0
## 140 2541.133478 5201.3605 0 0.000000 0.000000 0
## 141 3600.676165 5690.2848 0 0.000000 0.000000 0
## 142 6432.003743 6151.4588 0 0.000000 0.000000 0
## 143 3821.423735 6141.7808 0 0.000000 0.000000 0
## 144 6737.959114 6769.1296 0 0.000000 0.000000 0
## 145 8025.305507 6811.8506 0 0.000000 0.000000 0
## 146 7879.585263 6812.2322 0 0.000000 0.000000 0
## 147 8318.355231 6807.4325 0 0.000000 0.000000 0
## 148 8761.393259 6791.9555 0 0.000000 0.000000 0
## 149 8171.574543 6810.2445 0 0.000000 0.000000 0
## 150 4047.518217 6227.3939 0 0.000000 0.000000 0
## snow_Qrain snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 42.367683 0.001000 0 0.000017 2018 351
## 2 0.000000 0.000000 42.149843 0.001000 0 0.000017 2018 352
## 3 0.000000 0.000000 140.241190 0.001000 0 0.000064 2018 353
## 4 0.000000 0.000000 20.407766 0.001000 0 0.000008 2018 354
## 5 0.000000 0.000000 56.703921 0.001000 0 0.000030 2018 355
## 6 0.000000 0.000000 42.295365 0.001000 0 0.000017 2018 356
## 7 0.000000 0.000000 42.241468 0.001000 0 0.000017 2018 357
## 8 0.000000 0.000000 59.179150 0.001000 0 0.000031 2018 358
## 9 0.000000 0.000000 0.016300 0.001000 0 0.000000 2018 359
## 10 0.000000 0.000000 12.575926 0.001000 0 0.000005 2018 360
## 11 0.000000 0.000000 15.719902 0.001000 0 0.000006 2018 361
## 12 0.000000 0.000000 3.670409 0.001000 0 0.000001 2018 362
## 13 0.000000 0.000000 22.076001 0.001000 0 0.000009 2018 363
## 14 0.000000 0.000000 18.690689 0.001000 0 0.000007 2018 364
## 15 0.000000 1.437222 0.015069 -4.772088 1 0.000044 2018 365
## 16 0.000000 2.302187 0.014198 -10.000000 2 0.000032 2018 1
## 17 0.000000 6.000832 0.026687 -10.000000 3 0.000102 2018 2
## 18 0.000000 2.326309 0.020317 -10.000000 4 0.000047 2018 3
## 19 0.000000 3.506112 0.016205 -10.000000 5 0.000051 2018 4
## 20 0.000000 7.392939 0.027283 0.001000 0 0.000116 2018 5
## 21 0.000000 0.000000 0.025144 0.001000 0 0.000007 2018 6
## 22 0.000000 0.000000 0.032042 0.001000 0 0.000000 2018 7
## 23 0.000000 0.000000 42.451409 0.001000 0 0.000017 2018 8
## 24 0.000000 0.000000 21.055895 0.001000 0 0.000016 2018 9
## 25 0.000000 0.000000 14.554350 0.001000 0 0.000006 2018 10
## 26 0.000000 0.000000 42.140867 0.001000 0 0.000017 2018 11
## 27 0.000000 0.000000 42.296138 0.001000 0 0.000017 2018 12
## 28 0.000000 1.972756 0.016797 -4.322088 1 0.000044 2018 13
## 29 0.000000 3.838248 0.024356 -8.962040 2 0.000071 2018 14
## 30 0.000000 3.801867 0.028539 0.001000 0 0.000084 2018 15
## 31 0.000000 0.000000 42.474753 0.001000 0 0.000017 2018 16
## 32 0.000000 5.000984 0.022583 0.001000 0 0.000044 2018 17
## 33 0.000000 0.000000 0.047543 0.001000 0 0.000007 2018 18
## 34 0.000000 0.000000 28.368675 0.001000 0 0.000011 2018 19
## 35 0.000000 0.000000 52.781159 0.001000 0 0.000021 2018 20
## 36 0.000000 0.000000 56.841473 0.001000 0 0.000023 2018 21
## 37 0.000000 0.000000 33.278973 0.001000 0 0.000013 2018 22
## 38 0.000000 0.000000 42.310090 0.001000 0 0.000017 2018 23
## 39 0.000000 0.000000 37.802467 0.001000 0 0.000022 2018 24
## 40 0.000000 0.000000 60.815189 0.001000 0 0.000024 2018 25
## 41 0.000000 0.000000 43.937108 0.001000 0 0.000018 2018 26
## 42 0.000000 0.000000 42.265375 0.001000 0 0.000017 2018 27
## 43 0.000000 0.000000 27.911282 0.001000 0 0.000011 2018 28
## 44 0.000000 0.000000 49.200281 0.001000 0 0.000027 2018 29
## 45 0.000000 0.000000 0.024372 0.001000 0 0.000000 2018 30
## 46 0.000000 0.000000 51.991020 0.001000 0 0.000021 2018 31
## 47 0.000000 0.000000 42.241289 0.001000 0 0.000017 2018 32
## 48 0.000000 0.000000 0.045524 0.001000 0 0.000007 2018 33
## 49 0.000000 0.000000 8.915066 0.001000 0 0.000004 2018 34
## 50 112.471473 2.629842 60.516614 0.001000 0 0.000024 2018 35
## 51 0.000000 0.000000 57.177259 0.001000 0 0.000030 2018 36
## 52 0.000000 0.000000 42.209519 0.001000 0 0.000017 2018 37
## 53 0.000000 0.000000 42.137727 0.001000 0 0.000017 2018 38
## 54 0.000000 0.000000 93.869657 0.001000 0 0.000045 2018 39
## 55 0.000000 0.000000 107.703309 0.001000 0 0.000043 2018 40
## 56 0.000000 0.000000 41.998946 0.001000 0 0.000017 2018 41
## 57 0.000000 0.000000 27.279128 0.001000 0 0.000011 2018 42
## 58 0.000000 0.000000 41.881077 0.001000 0 0.000017 2018 43
## 59 0.000000 0.000000 42.052522 0.001000 0 0.000017 2018 44
## 60 0.000000 0.000000 110.759463 0.001000 0 0.000052 2018 45
## 61 0.000000 0.000000 41.745900 0.001000 0 0.000017 2018 46
## 62 0.000000 0.000000 142.450562 0.001000 0 0.000065 2018 47
## 63 0.000000 0.000000 41.910012 0.001000 0 0.000017 2018 48
## 64 0.000000 0.000000 41.930588 0.001000 0 0.000017 2018 49
## 65 0.000000 0.000000 41.852812 0.001000 0 0.000017 2018 50
## 66 0.000000 0.000000 41.812484 0.001000 0 0.000017 2018 51
## 67 0.000000 0.000000 41.730181 0.001000 0 0.000017 2018 52
## 68 0.000000 0.000000 133.923663 0.001000 0 0.000062 2018 53
## 69 0.000000 0.000000 143.999758 0.001000 0 0.000059 2018 54
## 70 0.000000 0.000000 41.668454 0.001000 0 0.000017 2018 55
## 71 0.000000 0.000000 41.775447 0.001000 0 0.000017 2018 56
## 72 0.000000 0.000000 41.897922 0.001000 0 0.000017 2018 57
## 73 0.000000 0.000000 106.484135 0.001000 0 0.000050 2018 58
## 74 0.000000 0.000000 41.952173 0.001000 0 0.000017 2018 59
## 75 0.000000 0.000000 41.896278 0.001000 0 0.000017 2018 60
## 76 0.000000 0.000000 92.896732 0.001000 0 0.000044 2018 61
## 77 0.000000 0.000000 153.681081 0.001000 0 0.000062 2018 62
## 78 0.000000 0.000000 185.839253 0.001000 0 0.000075 2018 63
## 79 0.000000 0.000000 161.726036 0.001000 0 0.000065 2018 64
## 80 0.000000 0.000000 42.010042 0.001000 0 0.000017 2018 65
## 81 1.420135 8.762575 53.927684 0.001000 0 0.000065 2018 66
## 82 0.000000 0.000000 0.023621 0.001000 0 0.000007 2018 67
## 83 0.000000 0.000000 68.471073 0.001000 0 0.000027 2018 68
## 84 0.000000 0.000000 85.577846 0.001000 0 0.000034 2018 69
## 85 0.000000 0.000000 41.983356 0.001000 0 0.000017 2018 70
## 86 34.795746 6.775809 59.468498 0.001000 0 0.000024 2018 71
## 87 0.000000 0.000000 51.629310 0.001000 0 0.000028 2018 72
## 88 0.000000 0.000000 0.051776 0.001000 0 0.000000 2018 73
## 89 0.000000 0.000000 234.787244 0.001000 0 0.000095 2018 74
## 90 0.000000 0.000000 269.665632 0.001000 0 0.000109 2018 75
## 91 0.000000 0.000000 41.615990 0.001000 0 0.000017 2018 76
## 92 0.000000 0.000000 316.342620 0.001000 0 0.000135 2018 77
## 93 0.000000 0.000000 41.742319 0.001000 0 0.000017 2018 78
## 94 0.000000 0.000000 41.771441 0.001000 0 0.000017 2018 79
## 95 0.000000 5.221710 0.029174 0.001000 0 0.000044 2018 80
## 96 0.000000 0.000000 60.152956 0.001000 0 0.000031 2018 81
## 97 0.000000 0.000000 165.719835 0.001000 0 0.000067 2018 82
## 98 0.000000 0.000000 41.956230 0.001000 0 0.000017 2018 83
## 99 0.000000 0.000000 41.820986 0.001000 0 0.000017 2018 84
## 100 0.000000 0.000000 88.573336 0.001000 0 0.000043 2018 85
## 101 0.000000 0.000000 134.823052 0.001000 0 0.000054 2018 86
## 102 0.000000 0.000000 286.507878 0.001000 0 0.000116 2018 87
## 103 0.000000 0.000000 41.569135 0.001000 0 0.000017 2018 88
## 104 0.000000 0.000000 226.094577 0.001000 0 0.000098 2018 89
## 105 0.000000 0.000000 239.725139 0.001000 0 0.000097 2018 90
## 106 0.000000 0.000000 328.053987 0.001000 0 0.000133 2018 91
## 107 0.000000 0.000000 322.684341 0.001000 0 0.000131 2018 92
## 108 0.000000 0.000000 266.023955 0.001000 0 0.000108 2018 93
## 109 0.000000 0.000000 41.712476 0.001000 0 0.000017 2018 94
## 110 0.000000 0.000000 270.441805 0.001000 0 0.000116 2018 95
## 111 0.000000 0.000000 41.674409 0.001000 0 0.000017 2018 96
## 112 0.000000 0.000000 41.788603 0.001000 0 0.000017 2018 97
## 113 0.000000 0.000000 156.467909 0.001000 0 0.000070 2018 98
## 114 0.000000 0.000000 41.902389 0.001000 0 0.000017 2018 99
## 115 0.000000 0.000000 221.953410 0.001000 0 0.000097 2018 100
## 116 0.000000 0.000000 253.815468 0.001000 0 0.000103 2018 101
## 117 0.000000 0.000000 338.016981 0.001000 0 0.000137 2018 102
## 118 0.000000 0.000000 294.680878 0.001000 0 0.000120 2018 103
## 119 0.000000 0.000000 218.670528 0.001000 0 0.000089 2018 104
## 120 0.000000 0.000000 41.664850 0.001000 0 0.000017 2018 105
## 121 0.000000 0.000000 1.031622 0.001000 0 0.000008 2018 106
## 122 0.000000 0.000000 327.785059 0.001000 0 0.000132 2018 107
## 123 0.000000 0.000000 383.977206 0.001000 0 0.000157 2018 108
## 124 0.000000 0.000000 256.113878 0.001000 0 0.000103 2018 109
## 125 0.000000 0.000000 343.501448 0.001000 0 0.000139 2018 110
## 126 0.000000 0.000000 261.297843 0.001000 0 0.000106 2018 111
## 127 0.000000 0.000000 41.716083 0.001000 0 0.000017 2018 112
## 128 0.000000 0.000000 41.715265 0.001000 0 0.000017 2018 113
## 129 0.000000 0.000000 41.627349 0.001000 0 0.000017 2018 114
## 130 0.000000 0.000000 192.841137 0.001000 0 0.000085 2018 115
## 131 0.000000 0.000000 41.644933 0.001000 0 0.000017 2018 116
## 132 0.000000 0.000000 300.906909 0.001000 0 0.000129 2018 117
## 133 0.000000 0.000000 329.053918 0.001000 0 0.000134 2018 118
## 134 0.000000 0.000000 276.472564 0.001000 0 0.000112 2018 119
## 135 0.000000 0.000000 382.175558 0.001000 0 0.000155 2018 120
## 136 0.000000 0.000000 375.607531 0.001000 0 0.000153 2018 121
## 137 0.000000 0.000000 329.492199 0.001000 0 0.000135 2018 122
## 138 0.000000 0.000000 334.887638 0.001000 0 0.000137 2018 123
## 139 0.000000 0.000000 329.103345 0.001000 0 0.000135 2018 124
## 140 0.000000 0.000000 229.537852 0.001000 0 0.000094 2018 125
## 141 0.000000 0.000000 41.431975 0.001000 0 0.000017 2018 126
## 142 0.000000 0.000000 41.346943 0.001000 0 0.000017 2018 127
## 143 0.000000 0.000000 41.400757 0.001000 0 0.000017 2018 128
## 144 0.000000 0.000000 41.294094 0.001000 0 0.000017 2018 129
## 145 0.000000 0.000000 41.166180 0.001000 0 0.000017 2018 130
## 146 0.000000 0.000000 343.312425 0.001000 0 0.000148 2018 131
## 147 0.000000 0.000000 311.388214 0.001000 0 0.000128 2018 132
## 148 0.000000 0.000000 300.062081 0.001000 0 0.000123 2018 133
## 149 0.000000 0.000000 276.863785 0.001000 0 0.000114 2018 134
## 150 0.000000 0.000000 41.243828 0.001000 0 0.000017 2018 135merge all 3 sites
threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))
threesitevalidation<-threesitevalidation1
threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)
threesitevalidation## site1 site2 site3 allsites
## 1 0.11905785912 0.40154753 NA NA
## 2 0.21370014859 0.28244968 -0.403853737 0.030765364
## 3 0.18752693194 0.66697431 NA NA
## 4 0.23657877650 0.43541242 -0.444117588 0.075957870
## 5 0.18751129064 0.20100417 -0.282999845 0.035171872
## 6 0.03106129854 0.44193980 NA NA
## 7 0.07442044964 0.59849031 NA NA
## 8 0.13760297416 0.50053121 -0.494927502 0.047735562
## 9 0.23554553835 0.03017316 -0.168209754 0.032502982
## 10 0.22005913684 0.27219153 -0.354145816 0.046034951
## 11 0.19297681533 0.09651556 NA NA
## 12 0.17897586442 0.56440775 -0.307355658 0.145342652
## 13 0.11733269511 0.37409675 -3.759888626 -1.089486392
## 14 -0.18902159087 0.05184310 -0.379776226 -0.172318240
## 15 0.13953850227 0.49840581 -0.006189591 0.210584908
## 16 0.29721894168 0.17436310 NA NA
## 17 0.20575262697 0.10256670 -0.483955120 -0.058545265
## 18 0.05901121327 -0.05972708 -2.485864600 -0.828860155
## 19 0.18480593543 0.43855591 -2.220010379 -0.532216177
## 20 0.14631540246 0.36113801 -0.151339695 0.118704572
## 21 0.12617087079 0.70105977 NA NA
## 22 0.07562100140 0.50634160 -0.370970192 0.070330803
## 23 0.08795681616 0.32611216 -0.261658882 0.050803364
## 24 0.14860375081 -0.37297450 -3.781389574 -1.335253441
## 25 0.07951988802 -0.10160730 -2.957831944 -0.993306451
## 26 0.07031394517 0.28078712 -3.195682266 -0.948193734
## 27 0.09745667849 -0.06585403 0.002148149 0.011250266
## 28 -0.04941055368 0.51213405 -0.451851050 0.003624147
## 29 0.05419475149 0.48601671 -3.608330847 -1.022706463
## 30 0.13884083772 -0.57384894 -1.541153965 -0.658720690
## 31 0.09418933368 0.61204497 -1.751061595 -0.348275764
## 32 0.03529485849 0.57180269 -0.448171517 0.052975345
## 33 -0.06173765650 0.43379400 NA NA
## 34 0.12066868138 -0.34881868 -0.266716372 -0.164955456
## 35 0.08739512819 0.44995232 -1.583678969 -0.348777174
## 36 0.06110233711 0.61102919 NA NA
## 37 -0.02174230548 0.20733269 NA NA
## 38 0.09422772740 0.57462429 -3.058543275 -0.796563752
## 39 0.10375585439 0.42575704 NA NA
## 40 -0.05532168488 0.05696988 -0.358433442 -0.118928417
## 41 -0.22025029458 0.46892656 NA NA
## 42 -0.07428002790 -0.04158593 -0.354904695 -0.156923550
## 43 0.14104881609 -0.10322558 -1.564498836 -0.508891867
## 44 -0.05149812551 0.44969102 -0.286717771 0.037158375
## 45 0.09136018413 0.66838058 -3.017881134 -0.752713456
## 46 -0.15556100875 0.49308486 NA NA
## 47 -0.30377277400 0.23389867 NA NA
## 48 -0.34922700856 0.29198772 NA NA
## 49 -0.09833437600 -0.02382655 -0.063979591 -0.062046839
## 50 0.00671096363 0.64007339 -0.467815642 0.059656237
## 51 0.11393831067 -0.07165731 -2.689466898 -0.882395300
## 52 0.08043981797 -0.08431875 0.274070654 0.090063906
## 53 0.01769793892 -0.47941260 -0.072428916 -0.178047860
## 54 -0.02973103764 -0.46318399 -0.023165740 -0.172026922
## 55 -0.00007075342 0.29075330 -0.383003133 -0.030773529
## 56 0.06870327531 -0.04378601 -2.029546013 -0.668209581
## 57 -0.01848257659 -0.17073262 -0.061331346 -0.083515515
## 58 -0.32688901062 0.44178275 NA NA
## 59 -0.00391747097 0.50684025 NA NA
## 60 0.06408414255 0.29669278 -3.083808366 -0.907677147
## 61 -0.00384591024 0.14623863 -0.868086872 -0.241898051
## 62 -0.14587968963 -0.10392338 -0.431063594 -0.226955555
## 63 0.14254098152 -0.76010060 -0.264741840 -0.294100486
## 64 -0.14574829785 0.32079989 NA NA
## 65 0.10609429883 -0.49138185 -2.540789754 -0.975359101
## 66 -0.10384738091 -0.01608215 -0.264325813 -0.128085115
## 67 -0.05153489304 0.45178253 NA NA
## 68 0.08563231198 -0.31327201 -0.323144839 -0.183594846
## 69 0.09410229487 -0.23006644 -0.591676485 -0.242546877
## 70 -0.03164227734 0.39121201 -0.274195189 0.028458181
## 71 0.04211423413 0.02229063 -4.109573143 -1.348389428
## 72 0.05032619194 0.17910896 -2.834184803 -0.868249885
## 73 0.17981869826 0.41779891 NA NA
## 74 0.02343968505 -0.09654682 -0.245477504 -0.106194879
## 75 -0.04372802039 0.13024197 NA NA
## 76 -0.00361958211 -0.35919547 -1.443026475 -0.601947175
## 77 0.06058601248 -0.45822808 -1.138744536 -0.512128867
## 78 0.03796303722 -0.06192827 -3.081481165 -1.035148798
## 79 0.04757724186 -0.07718189 -2.261106163 -0.763570269
## 80 0.12545219707 0.08172917 -2.252952345 -0.681923659
## 81 -0.11364449099 -0.12079888 -0.109167606 -0.114536991
## 82 NA -0.26748440 NA NA
## 83 0.03251266866 -0.77279153 -0.284409029 -0.341562630
## 84 0.02142922280 -0.73908832 -1.128684841 -0.615447978
## 85 0.05547279949 -0.48741406 -1.779214513 -0.737051924
## 86 0.03230396485 -0.51940918 -1.689435796 -0.725513670
## 87 -0.14065549122 -0.51220269 -0.158094417 -0.270317534
## 88 -0.21952562080 0.52555147 NA NA
## 89 -0.03221050029 0.44915325 -0.301035283 0.038635822
## 90 -0.35267694155 -0.19391810 NA NA
## 91 0.01555929897 -0.59322368 -0.303908375 -0.293857586
## 92 -0.01712912453 0.50458319 NA NA
## 93 -0.13274164618 0.57102986 NA NA
## 94 0.01931461485 -1.03198522 NA NA
## 95 -0.10441580685 -0.49946020 -1.459608947 -0.687828317
## 96 0.01939243185 -1.05343934 -1.654817930 -0.896288279
## 97 -0.21667202404 0.04809557 NA NA
## 98 0.03744371109 -1.01716467 -0.360322167 -0.446681042
## 99 0.02137311647 -0.47135235 -1.689316051 -0.713098427
## 100 -0.05752837561 -0.33750364 -0.316799617 -0.237277211
## 101 -0.30259424356 -0.12211282 -0.294042363 -0.239583141
## 102 -0.25537502843 -0.23392381 -0.484372180 -0.324557005
## 103 -0.25194048556 -0.33627396 -0.114327113 -0.234180521
## 104 0.03495583741 -0.50127119 -2.103603111 -0.856639488
## 105 -0.00677384839 -1.42501311 -1.845447197 -1.092411386
## 106 -0.29321991364 -0.04700391 NA NA
## 107 -0.38846820155 -0.11010593 -0.317830514 -0.272134880
## 108 -0.23208844795 -0.13308412 -0.351031139 -0.238734568
## 109 NA -0.73131107 NA NA
## 110 -0.02561813862 -1.30912082 -0.271390948 -0.535376635
## 111 NA -0.39092461 NA NA
## 112 -0.04090395232 -0.88712930 -0.159465270 -0.362499508
## 113 0.25395505262 -2.74985271 -0.182574803 -0.892824153
## 114 0.09459013727 0.26415054 -1.951727077 -0.530995465
## 115 -0.22033569661 -0.47351429 -1.283334130 -0.659061372
## 116 0.08543945873 0.45194374 -3.211268032 -0.891294945
## 117 -0.14456102371 0.21001490 NA NA
## 118 NA -0.29333845 -1.000450389 NA
## 119 0.01630368000 -1.04671298 -0.051357357 -0.360588887
## 120 NA -0.42601791 NA NA
## 121 -0.25673286723 -0.83754377 -3.031575477 -1.375284037
## 122 NA -0.34804490 -1.689026439 NA
## 123 NA -0.39810006 -0.102850341 NA
## 124 -0.05442608534 -1.25556007 -0.156992893 -0.488993016
## 125 NA -0.24230988 -1.816361833 NA
## 126 -0.02548575979 -1.17175384 -0.201036552 -0.466092050
## 127 NA -0.51317331 -0.593004836 NA
## 128 NA -0.17137261 NA NA
## 129 NA -0.53551390 -0.616186604 NA
## 130 NA -0.89640589 NA NA
## 131 NA -0.13871462 -1.816511010 NA
## 132 -0.16815422384 -0.47081579 -0.417930826 -0.352300280
## 133 NA -1.06709579 NA NA
## 134 -0.38144055758 0.38677289 NA NA
## 135 NA 0.09388877 NA NA
## 136 -0.27892655283 -0.69160596 -0.848845557 -0.606459355
## 137 NA -0.23630300 -0.266091098 NA
## 138 NA -0.35058135 NA NA
## 139 -0.31383344064 -0.96160148 -0.525808922 -0.600414613
## 140 NA -0.58019838 -0.592961610 NA
## 141 0.07065480027 0.15809357 -2.431130395 -0.734127341
## 142 NA -0.43795979 -0.330713321 NA
## 143 -0.30311417155 -0.69884845 -0.467690123 -0.489884249
## 144 NA -0.51045360 -1.319835074 NA
## 145 -0.28095145361 -0.16681771 -0.172891912 -0.206887024
## 146 NA -0.71768095 NA NA
## 147 -0.19138081590 -1.34190447 -0.026010860 -0.519765383
## 148 NA 0.27633669 NA NA
## 149 NA 0.28629594 -0.415894162 NA
## 150 NA -0.41763989 -0.074445307 NA
## 151 NA 0.03881702 NA NA
## 152 0.16064102750 -0.03863229 NA NA
## 153 NA -0.22617493 NA NA
## 154 0.00338346318 -0.11639315 NA NA
## 155 NA -0.39005261 -0.478001747 NA
## 156 NA 0.10140078 NA NA
## 157 NA -0.71246972 -1.052292339 NA
## 158 NA -0.44697701 NA NA
## 159 NA -0.25654448 NA NA
## 160 NA -1.29295345 -0.527982473 NA
## 161 -0.34335813546 -0.69092862 -0.315890818 -0.450059190
## 162 NA -0.40666854 NA NA
## 163 NA -0.58416702 NA NA
## 164 NA -0.56575251 NA NA
## 165 NA -0.52947699 NA NA
## 166 -0.16235293634 -0.68958703 NA NA
## 167 0.08752100701 -0.23800159 NA NA
## 168 NA -0.22042032 NA NA
## 169 NA -0.20775650 NA NA
## 170 NA -1.22130407 -0.238906301 NA
## 171 NA -0.23249947 NA NA
## 172 -0.11741093524 -0.99179868 NA NA
## 173 NA -0.97687710 NA NA
## 174 NA -0.45773985 NA NA
## 175 0.03692904080 -0.59235597 NA NA
## 176 NA -0.46894465 NA NA
## 177 NA 0.25127742 NA NA
## 178 0.32700873817 -0.88309905 NA NA
## 179 NA -0.55242067 NA NA
## 180 NA -1.03906237 NA NA
## 181 NA -1.33010905 NA NA
## 182 NA -1.02077402 NA NA
## 183 0.09079489834 -0.56127556 NA NA
## 184 NA 0.33866590 NA NA
## 185 NA -0.85320733 NA NA
## 186 0.44373943849 -1.23502978 NA NA
## 187 0.31399402080 -1.24302707 NA NA
## 188 0.08617527516 -1.68918357 NA NA
## 189 -0.01220525202 -1.15405095 NA NA
## 190 NA -1.11465130 NA NA
## 191 0.22253776255 -0.44894090 NA NA
## 192 -0.27965744077 -0.48735186 NA NA
## 193 -0.57999553796 -1.41998338 NA NA
## 194 0.13658723853 -1.11946368 NA NA
## 195 -0.39171696819 -1.73156758 NA NA
## 196 0.20809391627 -1.33436393 NA NA
## 197 -0.82947396932 -3.03630863 NA NA
## 198 -1.50271656777 -3.05900125 NA NA
## 199 -0.02996114783 -2.78246326 NA NA
## 200 -1.24235879554 -2.09604471 NA NAboxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")
boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")
plot(validationsmKGElistsite1,validationsmKGElistsite3)
write.csv(threesitevalidation,'threesitevalidationstatic.csv')SSURGO
run model 20 times for patch 1 - only for validation time series
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32ssurgo",
flowtable = "CWWS32ssurgo1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valssurgo",
commandline_options = c("-b -p 1 110 136557 136557"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")run SSURGO
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_std_pars(m = topssurgo[i,]$m,
k = topssurgo[i,]$k,
soil_dep= topssurgo[i,]$soil_dep,
m_v = topssurgo[i,]$m_v,
k_v = topssurgo[i,]$k_v,
gw1 = topssurgo[i,]$gw1,
gw2 = topssurgo[i,]$gw2,
pa = topssurgo[i,]$pa,
po = topssurgo[i,]$po,
vgseng1 = topssurgo[i,]$vgseng1,
vgseng2 = topssurgo[i,]$vgseng2,
vgseng3 = topssurgo[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
std_pars = stdpars,
runID = i)
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## NULL end_time = Sys.time()
end_time - start_time## Time difference of 1.12053 hoursread 20 runs, create table and append to table for site 1
setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"validationruns <- 200
# Read in RHESSys Validation runs
for(i in 1:validationruns) {assign(paste0("cwws32valssurgo_run",i), readin_rhessys_output(paste0("out/cwws32valssurgo_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"plot(cwws32valssurgo_run1$pd$date,cwws32valssurgo_run1$pd$rz_storage/cwws32valssurgo_run1$pd$root.depth)
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 110 136557 136557 -9999 0 0.252249
## 2 1 110 136557 136557 -9999 0 0.760249
## 3 1 110 136557 136557 -9999 0 0.000000
## 4 1 110 136557 136557 -9999 0 32.764249
## 5 1 110 136557 136557 -9999 0 0.000000
## 6 1 110 136557 136557 -9999 0 6.094249
## 7 1 110 136557 136557 -9999 0 23.112249
## 8 1 110 136557 136557 -9999 0 0.000000
## 9 1 110 136557 136557 -9999 0 0.000000
## 10 1 110 136557 136557 -9999 0 0.000000
## 11 1 110 136557 136557 -9999 0 0.000000
## 12 1 110 136557 136557 -9999 0 0.000000
## 13 1 110 136557 136557 -9999 0 0.000000
## 14 1 110 136557 136557 -9999 0 0.000000
## 15 1 110 136557 136557 -9999 0 0.430974
## 16 1 110 136557 136557 -9999 0 0.000000
## 17 1 110 136557 136557 -9999 0 0.000000
## 18 1 110 136557 136557 -9999 0 0.000000
## 19 1 110 136557 136557 -9999 0 0.056786
## 20 1 110 136557 136557 -9999 0 0.000000
## 21 1 110 136557 136557 -9999 0 0.000000
## 22 1 110 136557 136557 -9999 0 0.000000
## 23 1 110 136557 136557 -9999 0 1.268249
## 24 1 110 136557 136557 -9999 0 0.000000
## 25 1 110 136557 136557 -9999 0 2.538249
## 26 1 110 136557 136557 -9999 0 84.327248
## 27 1 110 136557 136557 -9999 0 35.304249
## 28 1 110 136557 136557 -9999 0 0.598794
## 29 1 110 136557 136557 -9999 0 0.075564
## 30 1 110 136557 136557 -9999 0 0.000000
## 31 1 110 136557 136557 -9999 0 1.014249
## 32 1 110 136557 136557 -9999 0 0.250497
## 33 1 110 136557 136557 -9999 0 0.000000
## 34 1 110 136557 136557 -9999 0 0.000000
## 35 1 110 136557 136557 -9999 0 0.000000
## 36 1 110 136557 136557 -9999 0 0.000000
## 37 1 110 136557 136557 -9999 0 27.430249
## 38 1 110 136557 136557 -9999 0 0.506249
## 39 1 110 136557 136557 -9999 0 0.000000
## 40 1 110 136557 136557 -9999 0 0.000000
## 41 1 110 136557 136557 -9999 0 0.000000
## 42 1 110 136557 136557 -9999 0 14.984249
## 43 1 110 136557 136557 -9999 0 27.684249
## 44 1 110 136557 136557 -9999 0 0.000000
## 45 1 110 136557 136557 -9999 0 0.000000
## 46 1 110 136557 136557 -9999 0 0.000000
## 47 1 110 136557 136557 -9999 0 3.300249
## 48 1 110 136557 136557 -9999 0 0.000000
## 49 1 110 136557 136557 -9999 0 0.000000
## 50 1 110 136557 136557 -9999 0 36.824746
## 51 1 110 136557 136557 -9999 0 0.000000
## 52 1 110 136557 136557 -9999 0 2.030249
## 53 1 110 136557 136557 -9999 0 49.274249
## 54 1 110 136557 136557 -9999 0 0.000000
## 55 1 110 136557 136557 -9999 0 0.000000
## 56 1 110 136557 136557 -9999 0 83.056249
## 57 1 110 136557 136557 -9999 0 107.948249
## 58 1 110 136557 136557 -9999 0 11.936606
## 59 1 110 136557 136557 -9999 0 3.300249
## 60 1 110 136557 136557 -9999 0 0.000000
## 61 1 110 136557 136557 -9999 0 8.380249
## 62 1 110 136557 136557 -9999 0 0.000000
## 63 1 110 136557 136557 -9999 0 13.460249
## 64 1 110 136557 136557 -9999 0 2.792249
## 65 1 110 136557 136557 -9999 0 1.776249
## 66 1 110 136557 136557 -9999 0 2.792249
## 67 1 110 136557 136557 -9999 0 38.606249
## 68 1 110 136557 136557 -9999 0 0.000000
## 69 1 110 136557 136557 -9999 0 0.000000
## 70 1 110 136557 136557 -9999 0 0.252249
## 71 1 110 136557 136557 -9999 0 10.412249
## 72 1 110 136557 136557 -9999 0 4.062249
## 73 1 110 136557 136557 -9999 0 0.000000
## 74 1 110 136557 136557 -9999 0 32.002249
## 75 1 110 136557 136557 -9999 0 34.034249
## 76 1 110 136557 136557 -9999 0 0.000000
## 77 1 110 136557 136557 -9999 0 0.000000
## 78 1 110 136557 136557 -9999 0 0.000000
## 79 1 110 136557 136557 -9999 0 0.000000
## 80 1 110 136557 136557 -9999 0 19.302249
## 81 1 110 136557 136557 -9999 0 1.266497
## 82 1 110 136557 136557 -9999 0 0.000000
## 83 1 110 136557 136557 -9999 0 0.000000
## 84 1 110 136557 136557 -9999 0 0.000000
## 85 1 110 136557 136557 -9999 0 3.046249
## 86 1 110 136557 136557 -9999 0 11.678746
## 87 1 110 136557 136557 -9999 0 0.000000
## 88 1 110 136557 136557 -9999 0 0.000000
## 89 1 110 136557 136557 -9999 0 0.000000
## 90 1 110 136557 136557 -9999 0 0.000000
## 91 1 110 136557 136557 -9999 0 8.634249
## 92 1 110 136557 136557 -9999 0 0.000000
## 93 1 110 136557 136557 -9999 0 17.016249
## 94 1 110 136557 136557 -9999 0 8.888249
## 95 1 110 136557 136557 -9999 0 0.504497
## 96 1 110 136557 136557 -9999 0 0.000000
## 97 1 110 136557 136557 -9999 0 0.000000
## 98 1 110 136557 136557 -9999 0 14.476249
## 99 1 110 136557 136557 -9999 0 6.602249
## 100 1 110 136557 136557 -9999 0 0.000000
## 101 1 110 136557 136557 -9999 0 0.000000
## 102 1 110 136557 136557 -9999 0 0.000000
## 103 1 110 136557 136557 -9999 0 25.144249
## 104 1 110 136557 136557 -9999 0 0.000000
## 105 1 110 136557 136557 -9999 0 0.000000
## 106 1 110 136557 136557 -9999 0 0.000000
## 107 1 110 136557 136557 -9999 0 0.000000
## 108 1 110 136557 136557 -9999 0 0.000000
## 109 1 110 136557 136557 -9999 0 5.840249
## 110 1 110 136557 136557 -9999 0 0.000000
## 111 1 110 136557 136557 -9999 0 6.856249
## 112 1 110 136557 136557 -9999 0 19.556249
## 113 1 110 136557 136557 -9999 0 0.000000
## 114 1 110 136557 136557 -9999 0 2.792249
## 115 1 110 136557 136557 -9999 0 0.000000
## 116 1 110 136557 136557 -9999 0 0.000000
## 117 1 110 136557 136557 -9999 0 0.000000
## 118 1 110 136557 136557 -9999 0 0.000000
## 119 1 110 136557 136557 -9999 0 0.000000
## 120 1 110 136557 136557 -9999 0 64.768249
## 121 1 110 136557 136557 -9999 0 0.000000
## 122 1 110 136557 136557 -9999 0 0.000000
## 123 1 110 136557 136557 -9999 0 0.000000
## 124 1 110 136557 136557 -9999 0 0.000000
## 125 1 110 136557 136557 -9999 0 0.000000
## 126 1 110 136557 136557 -9999 0 0.000000
## 127 1 110 136557 136557 -9999 0 5.332249
## 128 1 110 136557 136557 -9999 0 113.282249
## 129 1 110 136557 136557 -9999 0 23.620249
## 130 1 110 136557 136557 -9999 0 0.000000
## 131 1 110 136557 136557 -9999 0 16.762249
## 132 1 110 136557 136557 -9999 0 0.000000
## 133 1 110 136557 136557 -9999 0 0.000000
## 134 1 110 136557 136557 -9999 0 0.000000
## 135 1 110 136557 136557 -9999 0 0.000000
## 136 1 110 136557 136557 -9999 0 0.000000
## 137 1 110 136557 136557 -9999 0 0.000000
## 138 1 110 136557 136557 -9999 0 0.000000
## 139 1 110 136557 136557 -9999 0 0.000000
## 140 1 110 136557 136557 -9999 0 0.000000
## 141 1 110 136557 136557 -9999 0 2.437330
## 142 1 110 136557 136557 -9999 0 18.136606
## 143 1 110 136557 136557 -9999 0 4.627241
## 144 1 110 136557 136557 -9999 0 0.009178
## 145 1 110 136557 136557 -9999 0 0.218540
## 146 1 110 136557 136557 -9999 0 0.000000
## 147 1 110 136557 136557 -9999 0 0.000000
## 148 1 110 136557 136557 -9999 0 0.000000
## 149 1 110 136557 136557 -9999 0 0.000000
## 150 1 110 136557 136557 -9999 0 10.432790
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 7227.264 3143.860 48.61421 109.6602
## 2 0 7229.651 3144.898 47.73870 109.6602
## 3 0 7232.080 3145.955 46.17641 109.6602
## 4 0 7233.705 3146.662 37.14141 109.6602
## 5 0 7234.636 3147.066 36.83826 109.6602
## 6 0 7235.715 3147.536 41.03162 109.6602
## 7 0 7236.805 3148.010 53.04939 109.6602
## 8 0 7237.808 3148.446 49.79090 109.6602
## 9 0 7238.847 3148.898 47.96372 109.6602
## 10 0 7239.960 3149.383 46.52630 109.6602
## 11 0 7241.166 3149.907 45.40435 109.6602
## 12 0 7242.473 3150.476 44.45904 109.6602
## 13 0 7243.887 3151.091 43.58236 109.6602
## 14 0 7245.409 3151.753 42.78986 109.6602
## 15 0 7247.038 3152.462 42.68216 109.6602
## 16 0 7248.772 3153.216 42.31381 109.6602
## 17 0 7250.610 3154.015 41.97336 109.6602
## 18 0 7252.546 3154.858 41.66172 109.6602
## 19 0 7254.581 3155.743 41.41796 109.6602
## 20 0 7256.709 3156.668 40.86288 109.6602
## 21 0 7258.929 3157.634 40.36101 109.6602
## 22 0 7261.239 3158.639 39.84107 109.6602
## 23 0 7263.638 3159.682 40.52238 109.6602
## 24 0 7266.118 3160.761 40.09338 109.6602
## 25 0 7268.679 3161.875 41.64457 109.6602
## 26 0 7269.235 3162.117 30.66322 109.6602
## 27 0 7267.883 3161.529 52.65872 109.6602
## 28 0 7266.516 3160.934 50.17489 109.6602
## 29 0 7265.229 3160.375 48.41246 109.6602
## 30 0 7264.076 3159.873 46.87409 109.6602
## 31 0 7263.077 3159.438 46.55480 109.6602
## 32 0 7262.236 3159.073 45.83943 109.6602
## 33 0 7261.557 3158.777 44.67344 109.6602
## 34 0 7261.047 3158.556 43.76541 109.6602
## 35 0 7260.708 3158.408 42.86378 109.6602
## 36 0 7260.540 3158.335 42.13777 109.6602
## 37 0 7260.240 3158.204 52.33549 109.6602
## 38 0 7259.725 3157.980 49.95547 109.6602
## 39 0 7259.280 3157.787 47.90301 109.6602
## 40 0 7258.952 3157.644 46.39364 109.6602
## 41 0 7258.761 3157.561 45.29959 109.6602
## 42 0 7258.622 3157.501 52.51694 109.6602
## 43 0 7257.008 3156.799 30.66322 109.6602
## 44 0 7254.237 3155.593 30.32234 109.6602
## 45 0 7251.770 3154.520 30.07036 109.6602
## 46 0 7249.595 3153.574 29.65689 109.6602
## 47 0 7247.698 3152.748 31.99565 109.6602
## 48 0 7246.067 3152.039 31.65862 109.6602
## 49 0 7244.691 3151.441 31.25580 109.6602
## 50 0 7243.393 3150.876 53.08056 109.6602
## 51 0 7242.036 3150.286 49.81129 109.6602
## 52 0 7240.768 3149.734 49.26394 109.6602
## 53 0 7237.348 3148.246 30.66322 109.6602
## 54 0 7232.131 3145.977 30.29183 109.6602
## 55 0 7227.346 3143.896 29.91261 109.6602
## 56 0 7219.617 3140.533 30.66322 109.6602
## 57 0 7202.850 3133.240 30.66322 109.6602
## 58 0 7181.354 3123.889 39.18998 109.6602
## 59 0 7161.402 3115.210 41.35354 109.6602
## 60 0 7142.874 3107.150 40.78937 109.6602
## 61 0 7125.648 3099.657 46.19091 109.6602
## 62 0 7109.580 3092.667 45.02492 109.6602
## 63 0 7094.439 3086.081 51.89657 109.6602
## 64 0 7079.949 3079.778 50.85994 109.6602
## 65 0 7066.172 3073.785 49.79095 109.6602
## 66 0 7053.148 3068.119 49.68963 109.6602
## 67 0 7036.829 3061.020 30.66322 109.6602
## 68 0 7018.073 3052.862 30.34312 109.6602
## 69 0 7000.855 3045.372 29.99979 109.6602
## 70 0 6985.068 3038.504 30.15004 109.6602
## 71 0 6970.607 3032.214 37.60623 109.6602
## 72 0 6957.372 3026.457 40.37787 109.6602
## 73 0 6945.269 3021.192 39.82631 109.6602
## 74 0 6933.327 3015.997 51.55958 109.6602
## 75 0 6917.362 3009.052 30.66322 109.6602
## 76 0 6899.063 3001.092 30.28674 109.6602
## 77 0 6882.419 2993.852 29.77084 109.6602
## 78 0 6867.308 2987.279 29.20245 109.6602
## 79 0 6853.620 2981.325 28.74989 109.6602
## 80 0 6841.238 2975.938 42.44504 109.6602
## 81 0 6830.034 2971.065 42.97062 109.6602
## 82 0 6819.921 2966.666 42.40258 109.6602
## 83 0 6810.833 2962.712 41.57536 109.6602
## 84 0 6802.712 2959.180 40.99697 109.6602
## 85 0 6795.496 2956.041 42.83355 109.6602
## 86 0 6789.042 2953.233 49.78477 109.6602
## 87 0 6783.200 2950.692 47.76262 109.6602
## 88 0 6777.994 2948.427 46.36712 109.6602
## 89 0 6773.436 2946.445 44.94889 109.6602
## 90 0 6769.521 2944.742 43.81132 109.6602
## 91 0 6766.180 2943.288 48.79163 109.6602
## 92 0 6763.325 2942.047 46.86480 109.6602
## 93 0 6760.678 2940.895 53.15541 109.6602
## 94 0 6757.898 2939.686 53.10495 109.6602
## 95 0 6755.195 2938.510 50.35491 109.6602
## 96 0 6752.852 2937.491 48.14785 109.6602
## 97 0 6750.948 2936.662 46.48926 109.6602
## 98 0 6749.328 2935.958 52.77318 109.6602
## 99 0 6747.738 2935.266 52.62398 109.6602
## 100 0 6746.294 2934.638 49.58447 109.6602
## 101 0 6745.186 2934.156 47.63446 109.6602
## 102 0 6744.473 2933.846 46.04741 109.6602
## 103 0 6743.475 2933.412 50.56534 109.6602
## 104 0 6742.197 2932.856 48.19279 109.6602
## 105 0 6741.308 2932.469 46.45550 109.6602
## 106 0 6740.831 2932.262 45.01801 109.6602
## 107 0 6740.774 2932.237 43.81863 109.6602
## 108 0 6741.126 2932.390 42.87611 109.6602
## 109 0 6741.857 2932.708 46.34898 109.6602
## 110 0 6742.922 2933.171 44.90194 109.6602
## 111 0 6744.290 2933.766 48.58438 109.6602
## 112 0 6745.476 2934.282 52.15879 109.6602
## 113 0 6746.455 2934.708 49.22105 109.6602
## 114 0 6747.643 2935.225 49.30652 109.6602
## 115 0 6749.061 2935.842 47.34667 109.6602
## 116 0 6750.743 2936.573 45.79236 109.6602
## 117 0 6752.703 2937.426 44.45287 109.6602
## 118 0 6754.945 2938.401 43.38547 109.6602
## 119 0 6757.464 2939.497 42.57730 109.6602
## 120 0 6757.342 2939.444 30.66322 109.6602
## 121 0 6754.993 2938.422 30.46588 109.6602
## 122 0 6753.239 2937.659 29.67530 109.6602
## 123 0 6752.043 2937.139 28.91304 109.6602
## 124 0 6751.371 2936.847 28.32879 109.6602
## 125 0 6751.190 2936.768 27.69297 109.6602
## 126 0 6751.467 2936.888 27.17330 109.6602
## 127 0 6752.177 2937.197 30.97968 109.6602
## 128 0 6748.176 2935.457 30.66322 109.6602
## 129 0 6740.189 2931.982 47.07044 109.6602
## 130 0 6733.084 2928.891 45.73166 109.6602
## 131 0 6726.522 2926.037 53.01979 109.6602
## 132 0 6720.306 2923.333 49.59600 109.6602
## 133 0 6714.722 2920.904 47.42798 109.6602
## 134 0 6709.840 2918.780 45.81573 109.6602
## 135 0 6705.662 2916.963 44.34958 109.6602
## 136 0 6702.176 2915.447 43.04640 109.6602
## 137 0 6699.359 2914.221 41.97344 109.6602
## 138 0 6697.181 2913.274 40.94305 109.6602
## 139 0 6695.602 2912.587 39.93117 109.6602
## 140 0 6694.595 2912.149 39.16682 109.6602
## 141 0 6694.124 2911.944 40.69986 109.6602
## 142 0 6694.046 2911.910 51.50327 109.6602
## 143 0 6694.143 2911.952 51.48633 109.6602
## 144 0 6694.445 2912.084 49.20299 109.6602
## 145 0 6695.036 2912.341 47.83187 109.6602
## 146 0 6695.966 2912.745 44.71587 109.6602
## 147 0 6697.269 2913.312 41.95082 109.6602
## 148 0 6698.954 2914.045 39.26634 109.6602
## 149 0 6701.003 2914.936 36.69410 109.6602
## 150 0 6703.397 2915.978 43.87306 109.6602
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 30.66322 10.28462 1428.735 1.893184 2.879147
## 2 30.66322 10.28462 1428.151 1.423622 2.859398
## 3 30.66322 10.28462 1427.233 1.064787 2.832319
## 4 30.66322 10.28462 1457.531 32.625242 3.176933
## 5 30.66322 10.28462 1454.985 0.082371 3.476331
## 6 30.66322 10.28462 1452.592 0.168765 3.408780
## 7 30.66322 10.28462 1454.683 4.645330 3.400724
## 8 30.66322 10.28462 1454.968 2.872764 3.434481
## 9 30.66322 10.28462 1454.048 1.650972 3.415943
## 10 30.66322 10.28462 1452.651 1.138738 3.379669
## 11 30.66322 10.28462 1451.005 0.845484 3.335203
## 12 30.66322 10.28462 1449.222 0.661195 3.286543
## 13 30.66322 10.28462 1447.358 0.530139 3.235638
## 14 30.66322 10.28462 1445.446 0.431514 3.183536
## 15 30.66322 10.28462 1443.541 0.386807 3.131297
## 16 30.66322 10.28462 1441.662 0.363514 3.079951
## 17 30.66322 10.28462 1439.802 0.332259 3.029351
## 18 30.66322 10.28462 1437.963 0.305704 2.979522
## 19 30.66322 10.28462 1436.151 0.284698 2.930563
## 20 30.66322 10.28462 1434.357 0.256459 2.882437
## 21 30.66322 10.28462 1432.576 0.223323 2.834934
## 22 30.66322 10.28462 1430.812 0.195052 2.788109
## 23 30.66322 10.28462 1429.098 0.201438 2.742335
## 24 30.66322 10.28462 1427.432 0.206081 2.698070
## 25 30.66322 10.28462 1425.847 0.247185 2.655279
## 26 30.66322 10.28462 1494.924 71.778278 3.525044
## 27 30.66322 10.28462 1494.846 3.457604 4.359773
## 28 30.66322 10.28462 1494.216 2.915533 4.370175
## 29 30.66322 10.28462 1492.521 1.816918 4.337937
## 30 30.66322 10.28462 1490.311 1.247686 4.283475
## 31 30.66322 10.28462 1487.938 1.018914 4.219280
## 32 30.66322 10.28462 1485.508 0.895965 4.152921
## 33 30.66322 10.28462 1482.967 0.714365 4.083771
## 34 30.66322 10.28462 1480.340 0.556476 4.011609
## 35 30.66322 10.28462 1477.676 0.445508 3.938084
## 36 30.66322 10.28462 1475.003 0.363424 3.864212
## 37 30.66322 10.28462 1481.456 9.546899 3.922698
## 38 30.66322 10.28462 1481.013 2.745004 4.016597
## 39 30.66322 10.28462 1479.522 1.667127 3.987495
## 40 30.66322 10.28462 1477.527 1.113107 3.937669
## 41 30.66322 10.28462 1475.300 0.822162 3.878476
## 42 30.66322 10.28462 1475.828 3.554145 3.855444
## 43 30.66322 10.28462 1513.968 41.813065 4.503076
## 44 30.66322 10.28462 1509.786 0.000000 5.015092
## 45 30.66322 10.28462 1505.729 0.000000 4.890878
## 46 30.66322 10.28462 1501.793 0.000000 4.771382
## 47 30.66322 10.28462 1497.983 0.008991 4.656505
## 48 30.66322 10.28462 1494.292 0.016625 4.546227
## 49 30.66322 10.28462 1490.706 0.014686 4.439976
## 50 30.66322 10.28462 1491.828 4.692955 4.411187
## 51 30.66322 10.28462 1491.119 2.888827 4.439617
## 52 30.66322 10.28462 1489.535 1.979472 4.405618
## 53 30.66322 10.28462 1539.153 54.125688 5.351323
## 54 30.66322 10.28462 1533.851 0.000000 6.150640
## 55 30.66322 10.28462 1528.725 0.000000 5.977347
## 56 30.66322 10.28462 1581.397 59.098355 7.283023
## 57 30.66322 10.28462 1648.827 77.826823 11.265039
## 58 30.66322 10.28462 1636.399 0.079105 13.389504
## 59 30.66322 10.28462 1624.729 0.215803 12.781732
## 60 30.66322 10.28462 1613.669 0.251895 12.222262
## 61 30.66322 10.28462 1603.486 0.608712 11.713503
## 62 30.66322 10.28462 1593.933 0.776716 11.263082
## 63 30.66322 10.28462 1586.768 2.801098 10.911794
## 64 30.66322 10.28462 1580.095 3.049742 10.679283
## 65 30.66322 10.28462 1572.993 2.349602 10.417521
## 66 30.66322 10.28462 1565.948 2.114428 10.136838
## 67 30.66322 10.28462 1602.169 46.860132 11.629362
## 68 30.66322 10.28462 1590.415 0.000000 12.758828
## 69 30.66322 10.28462 1579.279 0.000000 12.156601
## 70 30.66322 10.28462 1568.715 0.000000 11.596750
## 71 30.66322 10.28462 1558.735 0.050665 11.077214
## 72 30.66322 10.28462 1549.351 0.157105 10.598979
## 73 30.66322 10.28462 1540.458 0.195113 10.156846
## 74 30.66322 10.28462 1542.710 11.307594 10.134980
## 75 30.66322 10.28462 1577.288 45.433833 11.950247
## 76 30.66322 10.28462 1565.356 0.000000 13.041632
## 77 30.66322 10.28462 1554.089 0.000000 12.393788
## 78 30.66322 10.28462 1543.436 0.000000 11.793662
## 79 30.66322 10.28462 1533.353 0.000000 11.236646
## 80 30.66322 10.28462 1523.984 0.189467 10.725567
## 81 30.66322 10.28462 1515.284 0.387518 10.266189
## 82 30.66322 10.28462 1507.013 0.380939 9.840446
## 83 30.66322 10.28462 1499.093 0.319215 9.438433
## 84 30.66322 10.28462 1491.509 0.266355 9.057609
## 85 30.66322 10.28462 1484.352 0.328046 8.700530
## 86 30.66322 10.28462 1478.641 1.468737 8.402051
## 87 30.66322 10.28462 1473.313 1.609826 8.166834
## 88 30.66322 10.28462 1467.723 1.092404 7.917109
## 89 30.66322 10.28462 1462.090 0.785790 7.659615
## 90 30.66322 10.28462 1456.512 0.578604 7.402342
## 91 30.66322 10.28462 1451.804 1.213065 7.170348
## 92 30.66322 10.28462 1447.380 1.299351 6.975941
## 93 30.66322 10.28462 1447.681 5.945887 6.901806
## 94 30.66322 10.28462 1448.424 6.458577 6.975646
## 95 30.66322 10.28462 1445.844 3.113764 6.957278
## 96 30.66322 10.28462 1442.085 1.790653 6.815444
## 97 30.66322 10.28462 1437.876 1.157053 6.636000
## 98 30.66322 10.28462 1436.745 4.121333 6.523643
## 99 30.66322 10.28462 1436.408 4.909186 6.520076
## 100 30.66322 10.28462 1433.903 2.685980 6.466196
## 101 30.66322 10.28462 1430.404 1.551789 6.328058
## 102 30.66322 10.28462 1426.557 1.036323 6.162891
## 103 30.66322 10.28462 1435.122 13.578565 6.293088
## 104 30.66322 10.28462 1431.822 1.840461 6.423542
## 105 30.66322 10.28462 1428.002 1.158271 6.261675
## 106 30.66322 10.28462 1424.001 0.800550 6.085934
## 107 30.66322 10.28462 1419.964 0.584036 5.906711
## 108 30.66322 10.28462 1415.969 0.449157 5.728999
## 109 30.66322 10.28462 1412.398 0.706138 5.562585
## 110 30.66322 10.28462 1409.048 0.779787 5.413782
## 111 30.66322 10.28462 1406.282 1.229062 5.278101
## 112 30.66322 10.28462 1412.737 10.524945 5.352568
## 113 30.66322 10.28462 1411.031 2.452636 5.440231
## 114 30.66322 10.28462 1408.863 1.896030 5.344934
## 115 30.66322 10.28462 1406.358 1.455181 5.240154
## 116 30.66322 10.28462 1403.491 0.973040 5.118638
## 117 30.66322 10.28462 1400.471 0.691912 4.988927
## 118 30.66322 10.28462 1397.405 0.517126 4.856911
## 119 30.66322 10.28462 1394.361 0.410041 4.725933
## 120 30.66322 10.28462 1448.336 58.578058 5.876132
## 121 30.66322 10.28462 1442.753 0.000000 6.858028
## 122 30.66322 10.28462 1437.421 0.000000 6.609192
## 123 30.66322 10.28462 1432.327 0.000000 6.373930
## 124 30.66322 10.28462 1427.456 0.000000 6.151288
## 125 30.66322 10.28462 1422.796 0.000000 5.940366
## 126 30.66322 10.28462 1418.336 0.000000 5.740379
## 127 30.66322 10.28462 1414.072 0.006374 5.550718
## 128 30.66322 10.28462 1489.728 79.003106 7.617574
## 129 30.66322 10.28462 1482.253 0.622140 9.389390
## 130 30.66322 10.28462 1475.450 0.935977 9.039630
## 131 30.66322 10.28462 1472.689 4.765238 8.832114
## 132 30.66322 10.28462 1468.088 2.796474 8.710276
## 133 30.66322 10.28462 1462.461 1.516165 8.461524
## 134 30.66322 10.28462 1456.589 0.984898 8.179656
## 135 30.66322 10.28462 1450.710 0.685549 7.891725
## 136 30.66322 10.28462 1444.924 0.490251 7.607036
## 137 30.66322 10.28462 1439.293 0.364576 7.330337
## 138 30.66322 10.28462 1433.844 0.278886 7.064094
## 139 30.66322 10.28462 1428.587 0.213708 6.809084
## 140 30.66322 10.28462 1423.528 0.168354 6.565627
## 141 30.66322 10.28462 1418.725 0.192578 6.335101
## 142 30.66322 10.28462 1416.172 2.272430 6.165897
## 143 30.66322 10.28462 1414.776 3.353015 6.088818
## 144 30.66322 10.28462 1412.405 2.289958 6.000674
## 145 30.66322 10.28462 1409.402 1.528675 5.870403
## 146 30.66322 10.28462 1405.943 0.921995 5.719173
## 147 30.66322 10.28462 1402.188 0.458929 5.551227
## 148 30.66322 10.28462 1398.376 0.231430 5.378895
## 149 30.66322 10.28462 1394.614 0.114115 5.208858
## 150 30.66322 10.28462 1391.207 0.311093 5.049001
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.001751
## 2 0 0 0 0.000000 0 0.001751
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.001070
## 5 0 0 0 0.000000 0 0.000681
## 6 0 0 0 0.000000 0 0.001751
## 7 0 0 0 0.000000 0 0.001751
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.003503 0 0.003503
## 16 0 0 0 0.036186 0 0.036186
## 17 0 0 0 0.122145 0 0.122145
## 18 0 0 0 0.053767 0 0.053767
## 19 0 0 0 0.058639 0 0.058639
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.000000 0 0.001751
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.000752
## 26 0 0 0 0.000000 0 0.001751
## 27 0 0 0 0.000000 0 0.001751
## 28 0 0 0 0.003503 0 0.003503
## 29 0 0 0 0.084139 0 0.084139
## 30 0 0 0 0.000000 0 0.000000
## 31 0 0 0 0.000000 0 0.001751
## 32 0 0 0 0.003503 0 0.003503
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.001751
## 38 0 0 0 0.000000 0 0.001751
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.001751
## 43 0 0 0 0.000000 0 0.001485
## 44 0 0 0 0.000000 0 0.000266
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.001751
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.000000 0 0.000000
## 50 0 0 0 0.003503 0 0.005254
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.001751
## 53 0 0 0 0.000000 0 0.001751
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.000000
## 56 0 0 0 0.000000 0 0.001751
## 57 0 0 0 0.000000 0 0.001394
## 58 0 0 0 0.000000 0 0.001751
## 59 0 0 0 0.000000 0 0.001751
## 60 0 0 0 0.000000 0 0.000000
## 61 0 0 0 0.000000 0 0.001751
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.001751
## 64 0 0 0 0.000000 0 0.001751
## 65 0 0 0 0.000000 0 0.001751
## 66 0 0 0 0.000000 0 0.001751
## 67 0 0 0 0.000000 0 0.001751
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.000000
## 70 0 0 0 0.000000 0 0.001751
## 71 0 0 0 0.000000 0 0.001751
## 72 0 0 0 0.000000 0 0.001751
## 73 0 0 0 0.000000 0 0.000000
## 74 0 0 0 0.000000 0 0.001751
## 75 0 0 0 0.000000 0 0.001751
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.000000
## 80 0 0 0 0.000000 0 0.001751
## 81 0 0 0 0.003503 0 0.003503
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.000000
## 85 0 0 0 0.000000 0 0.001751
## 86 0 0 0 0.003503 0 0.005254
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.000000
## 91 0 0 0 0.000000 0 0.001751
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.001751
## 94 0 0 0 0.000000 0 0.001751
## 95 0 0 0 0.003503 0 0.003503
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.001751
## 99 0 0 0 0.000000 0 0.001751
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.001751
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.000000
## 109 0 0 0 0.000000 0 0.001751
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.001751
## 112 0 0 0 0.000000 0 0.001751
## 113 0 0 0 0.000000 0 0.000000
## 114 0 0 0 0.000000 0 0.001751
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.000000
## 120 0 0 0 0.000000 0 0.001751
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.001751
## 128 0 0 0 0.000000 0 0.001751
## 129 0 0 0 0.000000 0 0.001751
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.001751
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.000000
## 141 0 0 0 0.000000 0 0.102670
## 142 0 0 0 0.000000 0 0.151394
## 143 0 0 0 0.000000 0 0.198759
## 144 0 0 0 0.000000 0 0.244822
## 145 0 0 0 0.000000 0 0.289460
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.489210
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.980270
## 2 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.978205
## 3 0.043846 0.497502 0.000000 0.000000 0 0.000000 0.976143
## 4 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.974503
## 5 0.043846 0.220778 0.000000 0.000000 0 0.000000 0.973286
## 6 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.972077
## 7 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.971151
## 8 0.043846 0.385731 0.000000 0.000000 0 0.000000 0.970284
## 9 0.000000 0.176211 0.000000 0.000000 0 0.000000 0.969638
## 10 0.000000 0.298677 0.000000 0.000000 0 0.000000 0.968769
## 11 0.000000 0.276465 0.000000 0.000000 0 0.000000 0.967897
## 12 0.000000 0.284119 0.000000 0.000000 0 0.000000 0.966801
## 13 0.000000 0.346537 0.000000 0.000000 0 0.000000 0.965702
## 14 0.000000 0.360985 0.000000 0.000000 0 0.000000 0.964452
## 15 0.000000 0.000000 0.327524 0.430974 0 0.000000 0.963127
## 16 0.000000 0.004840 0.291338 0.000000 0 0.000000 0.961725
## 17 0.000000 0.008186 0.169192 0.000000 0 0.000000 0.960176
## 18 0.000000 0.005945 0.115425 0.000000 0 0.000000 0.958625
## 19 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.956854
## 20 0.043846 0.298623 0.000000 0.000000 0 0.000000 0.955083
## 21 0.000000 0.278546 0.000000 0.000000 0 0.000000 0.953311
## 22 0.000000 0.324885 0.000000 0.000000 0 0.000000 0.951323
## 23 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.949335
## 24 0.043846 0.222919 0.000000 0.000000 0 0.000000 0.947204
## 25 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.945076
## 26 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.944485
## 27 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.945861
## 28 0.000000 0.000000 0.159704 0.598794 0 0.000000 0.947531
## 29 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.949054
## 30 0.043846 0.290684 0.000000 0.000000 0 0.000000 0.950424
## 31 0.000000 0.000000 0.000000 0.285024 0 0.000000 0.951713
## 32 0.000000 0.000000 0.000000 0.250497 0 0.000000 0.952846
## 33 0.043846 0.451631 0.000000 0.000000 0 0.000000 0.953823
## 34 0.000000 0.351554 0.000000 0.000000 0 0.000000 0.954570
## 35 0.000000 0.456120 0.000000 0.000000 0 0.000000 0.955088
## 36 0.000000 0.362583 0.000000 0.000000 0 0.000000 0.955522
## 37 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.955873
## 38 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.956590
## 39 0.043846 0.385339 0.000000 0.000000 0 0.000000 0.957164
## 40 0.000000 0.396262 0.000000 0.000000 0 0.000000 0.957589
## 41 0.000000 0.271890 0.000000 0.000000 0 0.000000 0.958081
## 42 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.958349
## 43 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.959712
## 44 0.043846 0.340906 0.000000 0.000000 0 0.000000 0.962162
## 45 0.000000 0.252005 0.000000 0.000000 0 0.000000 0.964161
## 46 0.000000 0.413494 0.000000 0.000000 0 0.000000 0.965928
## 47 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.967466
## 48 0.043846 0.320403 0.000000 0.000000 0 0.000000 0.968774
## 49 0.000000 0.388134 0.000000 0.000000 0 0.000000 0.969854
## 50 0.000000 0.000000 0.000000 20.583825 0 0.000000 0.971023
## 51 0.043846 0.380444 0.000000 0.000000 0 0.000000 0.972720
## 52 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.974184
## 53 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.977461
## 54 0.043846 0.371418 0.000000 0.000000 0 0.000000 0.982328
## 55 0.000000 0.379246 0.000000 0.000000 0 0.000000 0.986736
## 56 0.000000 0.000000 0.000000 0.000000 0 0.000000 0.994315
## 57 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.012226
## 58 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.036106
## 59 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.058458
## 60 0.043846 0.312277 0.000000 0.000000 0 0.000000 1.079286
## 61 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.098773
## 62 0.043846 0.389269 0.000000 0.000000 0 0.000000 1.117297
## 63 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.134754
## 64 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.151636
## 65 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.167857
## 66 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.183015
## 67 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.201750
## 68 0.043846 0.320136 0.000000 0.000000 0 0.000000 1.223020
## 69 0.000000 0.343357 0.000000 0.000000 0 0.000000 1.242469
## 70 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.260037
## 71 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.275868
## 72 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.290237
## 73 0.043846 0.356442 0.000000 0.000000 0 0.000000 1.303122
## 74 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.317697
## 75 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.337194
## 76 0.043846 0.376512 0.000000 0.000000 0 0.000000 1.359045
## 77 0.000000 0.515936 0.000000 0.000000 0 0.000000 1.378537
## 78 0.000000 0.568429 0.000000 0.000000 0 0.000000 1.395811
## 79 0.000000 0.452591 0.000000 0.000000 0 0.000000 1.411128
## 80 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.424692
## 81 0.000000 0.000000 0.000000 1.266497 0 0.000000 1.436851
## 82 0.043846 0.187105 0.000000 0.000000 0 0.000000 1.448001
## 83 0.000000 0.508003 0.000000 0.000000 0 0.000000 1.457559
## 84 0.000000 0.312036 0.000000 0.000000 0 0.000000 1.466147
## 85 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.473309
## 86 0.000000 0.000000 0.000000 6.819750 0 0.000000 1.479505
## 87 0.043846 0.412326 0.000000 0.000000 0 0.000000 1.485192
## 88 0.000000 0.303098 0.000000 0.000000 0 0.000000 1.490107
## 89 0.000000 0.632435 0.000000 0.000000 0 0.000000 1.494007
## 90 0.000000 0.558970 0.000000 0.000000 0 0.000000 1.497219
## 91 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.499632
## 92 0.043846 0.627470 0.000000 0.000000 0 0.000000 1.501251
## 93 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.502756
## 94 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.504506
## 95 0.000000 0.000000 0.000000 0.504497 0 0.000000 1.506165
## 96 0.043846 0.416401 0.000000 0.000000 0 0.000000 1.507263
## 97 0.000000 0.501535 0.000000 0.000000 0 0.000000 1.507903
## 98 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.508088
## 99 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.508397
## 100 0.043846 0.353524 0.000000 0.000000 0 0.000000 1.508604
## 101 0.000000 0.398218 0.000000 0.000000 0 0.000000 1.508136
## 102 0.000000 0.550730 0.000000 0.000000 0 0.000000 1.507327
## 103 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.506845
## 104 0.043846 0.532092 0.000000 0.000000 0 0.000000 1.506717
## 105 0.000000 0.579014 0.000000 0.000000 0 0.000000 1.506270
## 106 0.000000 0.636944 0.000000 0.000000 0 0.000000 1.505267
## 107 0.000000 0.615340 0.000000 0.000000 0 0.000000 1.503814
## 108 0.000000 0.493360 0.000000 0.000000 0 0.000000 1.501689
## 109 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.499343
## 110 0.043846 0.667245 0.000000 0.000000 0 0.000000 1.496556
## 111 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.493220
## 112 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.490230
## 113 0.043846 0.485104 0.000000 0.000000 0 0.000000 1.487599
## 114 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.484773
## 115 0.043846 0.504665 0.000000 0.000000 0 0.000000 1.481743
## 116 0.000000 0.581276 0.000000 0.000000 0 0.000000 1.478394
## 117 0.000000 0.647573 0.000000 0.000000 0 0.000000 1.474726
## 118 0.000000 0.550271 0.000000 0.000000 0 0.000000 1.470629
## 119 0.000000 0.398131 0.000000 0.000000 0 0.000000 1.466437
## 120 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.465114
## 121 0.043846 0.197379 0.000000 0.000000 0 0.000000 1.466744
## 122 0.000000 0.790622 0.000000 0.000000 0 0.000000 1.467480
## 123 0.000000 0.762299 0.000000 0.000000 0 0.000000 1.467546
## 124 0.000000 0.584295 0.000000 0.000000 0 0.000000 1.467054
## 125 0.000000 0.635854 0.000000 0.000000 0 0.000000 1.465679
## 126 0.000000 0.519706 0.000000 0.000000 0 0.000000 1.464194
## 127 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.461726
## 128 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.466317
## 129 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.477020
## 130 0.043846 0.402802 0.000000 0.000000 0 0.000000 1.486841
## 131 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.496593
## 132 0.043846 0.627317 0.000000 0.000000 0 0.000000 1.506014
## 133 0.000000 0.651855 0.000000 0.000000 0 0.000000 1.514507
## 134 0.000000 0.627351 0.000000 0.000000 0 0.000000 1.521932
## 135 0.000000 0.780602 0.000000 0.000000 0 0.000000 1.528277
## 136 0.000000 0.812930 0.000000 0.000000 0 0.000000 1.533419
## 137 0.000000 0.708384 0.000000 0.000000 0 0.000000 1.537471
## 138 0.000000 0.751501 0.000000 0.000000 0 0.000000 1.540316
## 139 0.000000 0.798174 0.000000 0.000000 0 0.000000 1.542532
## 140 0.000000 0.435956 0.000000 0.000000 0 0.160043 1.543545
## 141 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.543593
## 142 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.543378
## 143 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.542800
## 144 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.542097
## 145 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.540803
## 146 0.043846 0.680758 0.000000 0.000000 0 1.513253 1.539033
## 147 0.000000 0.707379 0.000000 0.000000 0 1.598741 1.536672
## 148 0.000000 0.726738 0.000000 0.000000 0 1.726314 1.533839
## 149 0.000000 0.710149 0.000000 0.000000 0 1.747973 1.530765
## 150 0.000000 0.000000 0.000000 0.000000 0 0.000000 1.526653
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 4.031956 -0.004020 0.443317 252.0925 0.043846 1 100
## 2 4.024055 -0.004960 0.435333 252.0925 0.043846 1 100
## 3 4.015167 -0.005382 0.421086 252.0925 0.000000 0 100
## 4 4.009883 -0.004994 0.338695 252.0925 0.043846 1 100
## 5 4.006202 -0.004578 0.335931 252.0925 0.000000 0 100
## 6 4.002864 -0.004750 0.374170 252.0925 0.043846 1 100
## 7 3.999224 -0.004967 0.483761 252.0925 0.043846 1 100
## 8 3.995286 -0.004148 0.454047 252.0925 0.000000 0 100
## 9 3.992349 -0.003434 0.437385 252.0925 0.000000 0 100
## 10 3.988426 -0.003640 0.424277 252.0925 0.000000 0 100
## 11 3.984178 -0.003639 0.414046 252.0925 0.000000 0 100
## 12 3.979610 -0.003406 0.405425 252.0925 0.000000 0 100
## 13 3.974720 -0.003475 0.397431 252.0925 0.000000 0 100
## 14 3.969834 -0.003379 0.390204 252.0925 0.000000 0 100
## 15 3.963974 -0.002883 0.389222 252.0925 0.043846 1 100
## 16 3.958124 -0.002488 0.385863 252.0925 0.043846 1 100
## 17 3.952279 -0.002453 0.382758 252.0925 0.043846 1 100
## 18 3.945463 -0.002582 0.379916 252.0925 0.043846 1 100
## 19 3.938660 -0.002223 0.377694 252.0925 0.043846 1 100
## 20 3.930890 -0.002232 0.372632 252.0925 0.000000 0 100
## 21 3.923461 -0.002161 0.368055 252.0925 0.000000 0 100
## 22 3.915720 -0.002360 0.363314 252.0925 0.000000 0 100
## 23 3.907668 -0.002963 0.369527 252.0925 0.043846 1 100
## 24 3.898984 -0.003565 0.365615 252.0925 0.000000 0 100
## 25 3.890640 -0.003682 0.379760 252.0925 0.043846 1 100
## 26 3.888381 -0.004341 0.279620 252.0925 0.043846 1 100
## 27 3.893173 -0.003550 0.480199 252.0925 0.043846 1 100
## 28 3.897969 -0.002678 0.457549 252.0925 0.043846 1 100
## 29 3.901808 -0.002524 0.441477 252.0925 0.043846 1 100
## 30 3.905662 -0.002643 0.427448 252.0925 0.000000 0 100
## 31 3.909524 -0.003031 0.424537 252.0925 0.043846 1 100
## 32 3.912423 -0.002358 0.418013 252.0925 0.043846 1 100
## 33 3.914357 -0.002569 0.407380 252.0925 0.000000 0 100
## 34 3.916304 -0.003081 0.399100 252.0925 0.000000 0 100
## 35 3.917283 -0.003304 0.390878 252.0925 0.000000 0 100
## 36 3.918269 -0.004104 0.384258 252.0925 0.000000 0 100
## 37 3.919247 -0.004184 0.477251 252.0925 0.043846 1 100
## 38 3.920543 -0.003639 0.455548 252.0925 0.043846 1 100
## 39 3.922172 -0.003298 0.436831 252.0925 0.000000 0 100
## 40 3.923160 -0.003435 0.423067 252.0925 0.000000 0 100
## 41 3.924154 -0.003627 0.413090 252.0925 0.000000 0 100
## 42 3.924174 -0.003844 0.478906 252.0925 0.043846 1 100
## 43 3.930016 -0.004202 0.279620 252.0925 0.043846 1 100
## 44 3.939421 -0.003507 0.276512 252.0925 0.000000 0 100
## 45 3.947552 -0.002991 0.274214 252.0925 0.000000 0 100
## 46 3.955385 -0.003402 0.270443 252.0925 0.000000 0 100
## 47 3.961271 -0.003683 0.291771 252.0925 0.043846 1 100
## 48 3.967178 -0.003024 0.288697 252.0925 0.000000 0 100
## 49 3.972115 -0.003036 0.285024 252.0925 0.000000 0 100
## 50 3.976724 -0.003222 0.484046 252.0925 0.043846 1 100
## 51 3.981005 -0.003285 0.454233 252.0925 0.000000 0 100
## 52 3.985956 -0.003659 0.449242 252.0925 0.043846 1 100
## 53 3.996787 -0.003899 0.279620 252.0925 0.043846 1 100
## 54 4.015557 -0.003732 0.276234 252.0925 0.000000 0 100
## 55 4.031426 -0.003957 0.272775 252.0925 0.000000 0 100
## 56 4.058275 -0.004434 0.279620 252.0925 0.043846 1 100
## 57 4.115913 -0.005315 0.279620 252.0925 0.043846 1 100
## 58 4.192296 -0.005357 0.357376 252.0925 0.043846 1 100
## 59 4.264515 -0.004702 0.377106 252.0925 0.043846 1 100
## 60 4.332323 -0.005258 0.371961 252.0925 0.000000 0 100
## 61 4.396559 -0.006241 0.421218 252.0925 0.043846 1 100
## 62 4.457035 -0.005456 0.410586 252.0925 0.000000 0 100
## 63 4.515038 -0.005380 0.473249 252.0925 0.043846 1 100
## 64 4.571554 -0.005176 0.463796 252.0925 0.043846 1 100
## 65 4.625392 -0.005677 0.454047 252.0925 0.043846 1 100
## 66 4.677593 -0.006136 0.453124 252.0925 0.043846 1 100
## 67 4.742090 -0.006706 0.279620 252.0925 0.043846 1 100
## 68 4.817838 -0.007358 0.276701 252.0925 0.000000 0 100
## 69 4.889675 -0.007166 0.273570 252.0925 0.000000 0 100
## 70 4.955783 -0.007349 0.274941 252.0925 0.043846 1 100
## 71 5.016725 -0.006564 0.342934 252.0925 0.043846 1 100
## 72 5.073933 -0.006003 0.368209 252.0925 0.043846 1 100
## 73 5.126018 -0.005774 0.363179 252.0925 0.000000 0 100
## 74 5.178564 -0.005671 0.470176 252.0925 0.043846 1 100
## 75 5.248659 -0.005762 0.279620 252.0925 0.043846 1 100
## 76 5.330236 -0.005137 0.276187 252.0925 0.000000 0 100
## 77 5.406165 -0.005288 0.271483 252.0925 0.000000 0 100
## 78 5.475291 -0.005445 0.266299 252.0925 0.000000 0 100
## 79 5.539107 -0.005785 0.262172 252.0925 0.000000 0 100
## 80 5.597402 -0.005072 0.387060 252.0925 0.043846 1 100
## 81 5.650885 -0.004320 0.391852 252.0925 0.043846 1 100
## 82 5.700319 -0.003817 0.386672 252.0925 0.000000 0 100
## 83 5.744213 -0.003993 0.379129 252.0925 0.000000 0 100
## 84 5.783820 -0.004606 0.373855 252.0925 0.000000 0 100
## 85 5.819513 -0.004553 0.390602 252.0925 0.043846 1 100
## 86 5.851674 -0.003916 0.453991 252.0925 0.043846 1 100
## 87 5.881173 -0.003788 0.435551 252.0925 0.000000 0 100
## 88 5.907496 -0.003401 0.422825 252.0925 0.000000 0 100
## 89 5.930613 -0.004160 0.409892 252.0925 0.000000 0 100
## 90 5.950957 -0.005109 0.399519 252.0925 0.000000 0 100
## 91 5.967548 -0.005490 0.444935 252.0925 0.043846 1 100
## 92 5.982264 -0.005682 0.427364 252.0925 0.000000 0 100
## 93 5.996494 -0.005400 0.484728 252.0925 0.043846 1 100
## 94 6.010705 -0.004992 0.484268 252.0925 0.043846 1 100
## 95 6.024438 -0.003829 0.459190 252.0925 0.043846 1 100
## 96 6.036741 -0.003914 0.439064 252.0925 0.000000 0 100
## 97 6.046642 -0.004216 0.423939 252.0925 0.000000 0 100
## 98 6.055566 -0.004277 0.481243 252.0925 0.043846 1 100
## 99 6.063031 -0.004583 0.479882 252.0925 0.043846 1 100
## 100 6.070963 -0.004040 0.452165 252.0925 0.000000 0 100
## 101 6.076952 -0.004290 0.434382 252.0925 0.000000 0 100
## 102 6.080993 -0.005780 0.419910 252.0925 0.000000 0 100
## 103 6.085471 -0.005875 0.461109 252.0925 0.043846 1 100
## 104 6.092332 -0.004987 0.439474 252.0925 0.000000 0 100
## 105 6.097251 -0.004909 0.423631 252.0925 0.000000 0 100
## 106 6.099267 -0.006009 0.410523 252.0925 0.000000 0 100
## 107 6.100305 -0.006959 0.399585 252.0925 0.000000 0 100
## 108 6.098426 -0.007086 0.390991 252.0925 0.000000 0 100
## 109 6.095084 -0.005489 0.422660 252.0925 0.043846 1 100
## 110 6.089318 -0.005262 0.409464 252.0925 0.000000 0 100
## 111 6.083061 -0.005713 0.443045 252.0925 0.043846 1 100
## 112 6.076296 -0.005202 0.475640 252.0925 0.043846 1 100
## 113 6.071923 -0.004761 0.448851 252.0925 0.000000 0 100
## 114 6.065617 -0.004782 0.449630 252.0925 0.043846 1 100
## 115 6.058831 -0.005302 0.431758 252.0925 0.000000 0 100
## 116 6.050118 -0.005260 0.417584 252.0925 0.000000 0 100
## 117 6.039974 -0.006341 0.405369 252.0925 0.000000 0 100
## 118 6.028405 -0.006655 0.395635 252.0925 0.000000 0 100
## 119 6.015902 -0.006889 0.388266 252.0925 0.000000 0 100
## 120 6.015736 -0.005604 0.279620 252.0925 0.043846 1 100
## 121 6.027444 -0.004421 0.277821 252.0925 0.000000 0 100
## 122 6.036312 -0.005114 0.270611 252.0925 0.000000 0 100
## 123 6.041842 -0.007429 0.263660 252.0925 0.000000 0 100
## 124 6.045948 -0.005530 0.258332 252.0925 0.000000 0 100
## 125 6.046217 -0.005685 0.252534 252.0925 0.000000 0 100
## 126 6.044582 -0.006108 0.247795 252.0925 0.000000 0 100
## 127 6.040555 -0.005676 0.282506 252.0925 0.043846 1 100
## 128 6.059327 -0.005648 0.279620 252.0925 0.043846 1 100
## 129 6.099698 -0.006006 0.429239 252.0925 0.043846 1 100
## 130 6.135521 -0.006223 0.417030 252.0925 0.000000 0 100
## 131 6.168159 -0.005898 0.483492 252.0925 0.043846 1 100
## 132 6.200019 -0.006259 0.452270 252.0925 0.000000 0 100
## 133 6.228640 -0.006842 0.432499 252.0925 0.000000 0 100
## 134 6.254468 -0.005977 0.417797 252.0925 0.000000 0 100
## 135 6.275480 -0.006817 0.404427 252.0925 0.000000 0 100
## 136 6.293131 -0.007995 0.392543 252.0925 0.000000 0 100
## 137 6.308378 -0.008576 0.382759 252.0925 0.000000 0 100
## 138 6.320191 -0.008922 0.373363 252.0925 0.000000 0 100
## 139 6.327053 -0.009413 0.364135 252.0925 0.000000 0 100
## 140 6.331958 -0.392937 0.357165 252.0925 0.000000 0 100
## 141 6.334380 -0.051179 0.371145 252.0925 0.043846 1 100
## 142 6.335314 0.381561 0.469662 252.0925 0.043846 1 100
## 143 6.334247 0.689958 0.469508 252.0925 0.043846 1 100
## 144 6.334185 1.153921 0.448686 252.0925 0.043846 1 100
## 145 6.329114 1.564383 0.436183 252.0925 0.043846 1 100
## 146 6.324567 1.881431 0.407767 252.0925 0.000000 0 100
## 147 6.318033 2.097778 0.382553 252.0925 0.000000 0 100
## 148 6.310008 2.331192 0.358073 252.0925 0.000000 0 100
## 149 6.298006 2.532700 0.334616 252.0925 0.000000 0 100
## 150 6.286037 3.158628 0.400082 252.0925 0.043846 1 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.000000 0 0 0.254 0.000182 264.889579
## 2 0.000000 0.000000 0 0 0.762 0.000548 288.697694
## 3 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 4 0.000000 0.000000 0 0 32.766 0.023590 3.298471
## 5 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 6 0.000000 0.000000 0 0 6.096 0.004362 246.994064
## 7 0.000000 0.000000 0 0 23.114 0.016663 404.178073
## 8 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 9 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 10 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 11 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 12 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 13 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 14 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 15 0.000000 0.000000 0 0 0.762 0.000279 0.000000
## 16 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 17 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 18 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 19 0.000000 0.000000 0 0 0.000 0.000041 0.000000
## 20 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 21 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 22 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 23 0.000000 0.000000 0 0 1.270 0.000883 209.068647
## 24 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 25 0.000000 0.000000 0 0 2.540 0.001798 1.817768
## 26 0.000000 0.000000 0 0 84.328 0.060797 15.707820
## 27 0.000000 0.000000 0 0 35.306 0.025453 2030.146281
## 28 0.000000 0.000000 0 0 0.762 0.000432 0.000000
## 29 0.000000 0.000000 0 0 0.000 0.000054 0.000000
## 30 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 31 0.000000 0.000000 0 0 1.016 0.000700 0.000000
## 32 0.000000 0.000000 0 0 0.254 0.000181 0.000000
## 33 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 34 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 35 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 36 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 37 0.000000 0.000000 0 0 27.432 0.019745 8.425748
## 38 0.000000 0.000000 0 0 0.508 0.000365 1685.766596
## 39 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 40 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 41 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 42 0.000000 0.000000 0 0 14.986 0.010771 85.810221
## 43 0.000000 0.000000 0 0 27.686 0.019959 6.021211
## 44 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 45 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 46 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 47 0.000000 0.000000 0 0 3.302 0.002348 656.115852
## 48 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 49 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 50 0.000000 0.000000 0 0 36.830 0.026518 0.000000
## 51 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 52 0.000000 0.000000 0 0 2.032 0.001432 1010.088157
## 53 0.000000 0.000000 0 0 49.276 0.035525 581.900259
## 54 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 55 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 56 0.000000 0.000000 0 0 83.058 0.059849 341.635046
## 57 0.000000 0.000000 0 0 107.950 0.077827 4.116428
## 58 0.000000 0.000000 0 0 11.938 0.008606 78.705200
## 59 0.000000 0.000000 0 0 3.302 0.002379 195.218834
## 60 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 61 0.000000 0.000000 0 0 8.382 0.006010 642.815757
## 62 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 63 0.000000 0.000000 0 0 13.462 0.009673 532.281801
## 64 0.000000 0.000000 0 0 2.794 0.002013 2922.667981
## 65 0.000000 0.000000 0 0 1.778 0.001281 738.728035
## 66 0.000000 0.000000 0 0 2.794 0.002013 24.731463
## 67 0.000000 0.000000 0 0 38.608 0.027834 9.320667
## 68 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 69 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 70 0.000000 0.000000 0 0 0.254 0.000150 559.184517
## 71 0.000000 0.000000 0 0 10.414 0.007507 832.224120
## 72 0.000000 0.000000 0 0 4.064 0.002929 1072.306242
## 73 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 74 0.000000 0.000000 0 0 32.004 0.023041 339.036647
## 75 0.000000 0.000000 0 0 34.036 0.024537 690.480852
## 76 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 77 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 78 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 79 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 80 0.000000 0.000000 0 0 19.304 0.013885 245.853600
## 81 0.000000 0.000000 0 0 1.270 0.000913 0.000000
## 82 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 83 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 84 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 85 0.000000 0.000000 0 0 3.048 0.002165 343.827810
## 86 0.000000 0.000000 0 0 11.684 0.008420 0.000000
## 87 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 88 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 89 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 90 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 91 0.000000 0.000000 0 0 8.636 0.006193 4993.030704
## 92 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 93 0.000000 0.000000 0 0 17.018 0.012236 613.019351
## 94 0.000000 0.000000 0 0 8.890 0.006408 9207.049720
## 95 0.000000 0.000000 0 0 0.508 0.000364 0.000000
## 96 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 97 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 98 0.000000 0.000000 0 0 14.478 0.010405 670.544814
## 99 0.000000 0.000000 0 0 6.604 0.004760 4021.776858
## 100 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 101 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 102 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 103 0.000000 0.000000 0 0 25.146 0.018096 885.480135
## 104 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 105 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 106 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 107 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 108 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 109 0.000000 0.000000 0 0 5.842 0.004179 10167.421266
## 110 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 111 0.000000 0.000000 0 0 6.858 0.004911 2781.561010
## 112 0.000000 0.000000 0 0 19.558 0.014099 5060.603734
## 113 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 114 0.000000 0.000000 0 0 2.794 0.001982 1280.718665
## 115 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 116 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 117 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 118 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 119 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 120 0.000000 0.000000 0 0 64.770 0.046664 6973.610421
## 121 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 122 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 123 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 124 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 125 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 126 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 127 0.000000 0.000000 0 0 5.334 0.003813 149.137450
## 128 0.000000 0.000000 0 0 113.284 0.081672 129.311928
## 129 0.000000 0.000000 0 0 23.622 0.017029 404.818591
## 130 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 131 0.000000 0.000000 0 0 16.764 0.012053 2077.851198
## 132 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 133 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 134 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 135 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 136 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 137 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 138 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 139 0.000000 0.000000 0 0 0.000 0.000000 0.000000
## 140 0.201613 0.102014 0 0 0.000 0.000000 0.000000
## 141 0.000000 0.201837 0 0 2.540 0.001726 3150.383952
## 142 0.000000 0.299285 0 0 18.288 0.013076 5335.544765
## 143 0.000000 0.394016 0 0 4.826 0.003336 2945.519906
## 144 0.000000 0.486142 0 0 0.254 0.000007 4903.287917
## 145 0.000000 0.575418 0 0 0.508 0.000158 3699.356012
## 146 2.407023 0.661716 0 0 0.000 0.000000 0.000000
## 147 2.902449 0.744917 0 0 0.000 0.000000 0.000000
## 148 3.311289 0.824915 0 0 0.000 0.000000 0.000000
## 149 3.533762 0.901611 0 0 0.000 0.000000 0.000000
## 150 0.000000 0.974917 0 0 10.922 0.007490 1486.953609
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 1580.1552 46.929311 286.39732 0 264.889579 1580.1552
## 2 1629.5446 51.150149 295.49385 0 288.697694 1629.5446
## 3 745.3869 131.854018 426.20345 0 744.200196 2335.3296
## 4 189.1181 0.584408 34.04461 0 3.298471 189.1181
## 5 196.3050 5.795666 107.58185 0 32.711446 596.5961
## 6 1525.6283 43.761289 276.45801 0 246.994064 1525.6283
## 7 1868.3129 71.610439 339.39459 0 404.178073 1868.3129
## 8 736.9951 127.119034 420.88120 0 717.475369 2306.9663
## 9 261.2835 10.513804 143.64357 0 59.341195 795.8582
## 10 561.1785 59.352624 314.44130 0 334.993467 1732.7590
## 11 462.8353 37.149363 257.43498 0 209.675548 1421.5820
## 12 550.4212 56.525965 308.14151 0 319.039454 1698.4672
## 13 701.7202 109.210718 398.83062 0 616.398641 2189.0125
## 14 761.6253 141.632061 436.60147 0 799.388663 2390.6059
## 15 0.0000 13.233059 160.31159 0 74.689000 887.8195
## 16 0.0000 37.770779 260.62896 0 213.194815 1439.2503
## 17 0.0000 258.774778 523.71869 0 1460.638143 2845.1049
## 18 0.0000 33.698372 247.80682 0 190.208363 1369.0124
## 19 0.0000 54.731944 305.71267 0 308.931057 1685.5334
## 20 883.7304 251.923229 520.41691 0 1421.964997 2828.5091
## 21 836.8854 194.192371 485.73020 0 1096.106762 2650.5022
## 22 817.2538 176.640139 472.25643 0 997.034277 2580.1049
## 23 1454.7890 37.035824 263.36499 0 209.068647 1454.7890
## 24 231.1621 7.758044 126.80790 0 43.794456 703.0184
## 25 142.6702 0.322012 25.67730 0 1.817768 142.6702
## 26 424.3510 2.782589 76.45636 0 15.707820 424.3510
## 27 3097.4653 359.633745 573.52975 0 2030.146281 3097.4653
## 28 0.0000 24.130441 217.14321 0 136.217265 1201.0884
## 29 0.0000 130.419297 437.13703 0 736.221934 2397.2251
## 30 738.5798 116.216649 419.57651 0 656.047441 2303.1938
## 31 0.0000 94.335171 396.08048 0 532.578743 2178.4536
## 32 0.0000 162.868220 481.27332 0 919.488995 2634.9799
## 33 928.5610 649.444074 605.39179 0 3666.502147 3203.6081
## 34 755.0401 116.202484 428.25319 0 656.032867 2351.8603
## 35 949.2827 275.683729 558.56476 0 1556.400349 3036.5300
## 36 598.7452 62.053630 334.92698 0 350.330040 1846.5280
## 37 315.9860 1.492445 56.90459 0 8.425748 315.9860
## 38 3086.8502 298.598250 568.64442 0 1685.766596 3086.8502
## 39 971.1950 246.737224 564.89415 0 1393.232685 3080.6764
## 40 957.8800 232.124631 555.45331 0 1310.720846 3031.7335
## 41 523.4255 41.873801 290.68890 0 236.445670 1605.9181
## 42 1011.2957 15.196726 182.56842 0 85.810221 1011.2957
## 43 272.8362 1.066338 49.12259 0 6.021211 272.8362
## 44 837.1437 143.290522 476.44252 0 809.107909 2614.0162
## 45 726.0588 94.789971 408.76714 0 535.243463 2249.5380
## 46 1009.4436 301.351623 593.92279 0 1701.619743 3228.8175
## 47 2493.8506 116.177434 453.50601 0 656.115852 2493.8506
## 48 1001.3451 242.113780 579.57384 0 1367.345470 3165.0231
## 49 1094.8967 426.645914 657.50685 0 2409.496721 3554.7756
## 50 0.0000 31.787800 263.12082 0 179.522639 1455.3121
## 51 1022.3550 265.495275 594.42285 0 1499.393228 3242.0622
## 52 2894.3335 178.854771 528.20079 0 1010.088157 2894.3335
## 53 2384.2251 103.036192 433.22987 0 581.900259 2384.2251
## 54 914.0242 172.484739 521.90565 0 974.113190 2860.8380
## 55 976.8180 191.627488 558.08116 0 1082.377189 3058.6501
## 56 1980.8808 60.484151 358.80531 0 341.635046 1980.8808
## 57 235.7385 0.728786 42.43327 0 4.116428 235.7385
## 58 1018.8256 13.934218 183.83524 0 78.705200 1018.8256
## 59 1552.1507 34.562161 280.61796 0 195.218834 1552.1507
## 60 640.8584 59.651122 356.69182 0 336.929812 1969.3222
## 61 2551.2974 113.806139 463.60936 0 642.815757 2551.2974
## 62 886.7667 140.855765 501.89886 0 795.601238 2757.9586
## 63 2470.1604 94.219283 448.05679 0 532.281801 2470.1604
## 64 4041.2434 517.341909 747.44726 0 2922.667981 4041.2434
## 65 2800.9843 130.762363 509.01374 0 738.728035 2800.9843
## 66 600.5626 4.377720 108.19924 0 24.731463 600.5626
## 67 368.7956 1.649853 66.40215 0 9.320667 368.7956
## 68 674.6331 61.372536 374.95041 0 346.717602 2070.9768
## 69 770.0087 85.142248 430.03401 0 481.002058 2371.9665
## 70 2518.7265 98.981337 456.98157 0 559.184517 2518.7265
## 71 3166.9287 147.288744 575.27909 0 832.224120 3166.9287
## 72 3482.1771 189.778974 633.60860 0 1072.306242 3482.1771
## 73 1088.5954 174.887254 614.57510 0 988.163707 3379.5266
## 74 2177.8715 60.003406 394.03628 0 339.036647 2177.8715
## 75 2916.5653 122.202728 529.28612 0 690.480852 2916.5653
## 76 1242.1116 271.204381 710.73623 0 1532.383407 3893.6565
## 77 1459.6127 637.117403 877.37341 0 3599.898098 4742.2888
## 78 1459.7372 765.592260 894.46072 0 4325.818301 4809.9760
## 79 1422.9606 383.708173 822.12788 0 2168.356949 4491.8556
## 80 1928.2290 43.505768 348.44350 0 245.853600 1928.2290
## 81 0.0000 276.207591 742.83947 0 1560.864982 4073.1113
## 82 832.5448 82.155105 462.80702 0 464.263223 2556.0978
## 83 1463.4558 1160.241418 943.43085 0 6556.590974 5006.9127
## 84 1061.4981 151.235350 596.02565 0 854.639660 3282.5473
## 85 2242.2723 60.843092 405.57150 0 343.827810 2242.2723
## 86 0.0000 165.364501 617.15985 0 934.484304 3397.1430
## 87 1655.5905 749.458243 992.14808 0 4235.726037 5367.0744
## 88 1526.0084 425.676527 881.69809 0 2405.803348 4817.2856
## 89 1404.4953 1530.305388 952.32362 0 8648.853271 4990.7178
## 90 1657.5518 782.343728 997.28147 0 4421.585500 5389.0874
## 91 5428.7749 883.453742 1008.02933 0 4993.030704 5428.7749
## 92 1638.2292 987.447583 1012.15495 0 5580.774481 5431.0741
## 93 2970.7583 108.466034 538.23336 0 613.019351 2970.7583
## 94 4849.7720 1629.071202 930.49660 0 9207.049720 4849.7720
## 95 0.0000 84.025379 496.72740 0 474.935443 2745.3697
## 96 1751.6247 850.237852 1053.56687 0 4805.787178 5693.7083
## 97 1730.0849 1052.190569 1066.08110 0 5947.281611 5724.4342
## 98 3177.9896 118.632507 575.74179 0 670.544814 3177.9896
## 99 5583.1209 711.531075 1028.87592 0 4021.776858 5583.1209
## 100 1600.2462 437.269768 921.80744 0 2471.573618 5040.6340
## 101 1652.7390 507.362120 958.73029 0 2867.755611 5232.4223
## 102 1743.0605 745.400018 1036.34300 0 4213.213797 5618.1190
## 103 3657.9626 156.645191 663.23706 0 885.480135 3657.9626
## 104 1829.0479 1048.629235 1115.84054 0 5927.665916 6007.5056
## 105 1744.2826 1350.745958 1104.98590 0 7635.463998 5890.7034
## 106 1754.1727 1230.586033 1096.36046 0 6956.226892 5865.2048
## 107 1808.9776 975.030538 1096.36271 0 5511.628986 5912.9729
## 108 1717.1472 537.614331 995.51505 0 3039.013253 5434.0548
## 109 5271.1729 1798.659934 1008.60427 0 10167.421266 5271.1729
## 110 1410.2599 1889.771312 986.31540 0 10682.453453 5130.2330
## 111 5488.8886 492.033190 1003.41192 0 2781.561010 5488.8886
## 112 6122.4163 895.175403 1130.56203 0 5060.603734 6122.4163
## 113 1860.1476 1200.079323 1146.71698 0 6784.285944 6156.7476
## 114 4284.8191 226.547643 778.14185 0 1280.718665 4284.8191
## 115 1894.9188 954.281927 1137.72246 0 5394.744616 6151.4692
## 116 1799.2952 1390.024466 1135.20597 0 7858.083435 6058.1896
## 117 1807.3210 1368.834671 1137.16225 0 7738.293328 6072.9212
## 118 1892.8930 875.738933 1127.71149 0 4950.725523 6110.1056
## 119 1698.4010 395.639338 966.51171 0 2236.770887 5303.0056
## 120 6400.8456 1233.490040 1190.75182 0 6973.610421 6400.8456
## 121 1272.3279 168.623404 709.89739 0 953.322596 3916.6912
## 122 935.7326 2837.111437 822.53724 0 16039.780818 4068.9522
## 123 1555.8486 2045.650923 1071.78596 0 11565.211012 5595.2113
## 124 1841.9008 1527.639012 1169.82732 0 8636.599395 6232.2726
## 125 1322.9844 2370.737441 981.27613 0 13403.107271 5034.2870
## 126 1971.5527 960.821806 1177.49566 0 5432.064098 6375.5778
## 127 1753.8357 26.377942 316.29374 0 149.137450 1753.8357
## 128 1637.5345 22.871402 295.26459 0 129.311928 1637.5345
## 129 2796.4066 71.600269 505.23864 0 404.818591 2796.4066
## 130 1863.8541 456.145541 1062.01408 0 2578.987459 5824.9425
## 131 5432.3708 367.509565 988.62991 0 2077.851198 5432.3708
## 132 2133.9796 1461.337226 1317.68977 0 8262.210288 7071.6655
## 133 2139.6376 1436.908780 1318.11653 0 8124.095040 7078.2835
## 134 2083.9322 1633.522187 1309.15831 0 9235.721626 6994.3110
## 135 1848.7931 2278.567323 1248.10311 0 12883.131540 6547.9272
## 136 1888.2225 2124.791519 1253.07731 0 12013.675591 6601.9582
## 137 2142.3454 1504.903745 1324.83723 0 8508.799675 7107.2334
## 138 2080.5711 1704.548078 1312.62929 0 9637.598537 7005.1189
## 139 1998.6635 1904.155117 1289.47948 0 10766.186540 6842.1801
## 140 1528.9370 445.872384 1057.33104 0 2362.509258 4794.6457
## 141 4668.0740 633.565094 1172.22773 0 3150.383952 4668.0740
## 142 4627.7129 1141.671314 1311.41948 0 5335.544765 4627.7129
## 143 3976.0606 666.322376 1217.53094 0 2945.519906 3976.0606
## 144 3998.6146 1174.909233 1355.56269 0 4903.287917 3998.6146
## 145 3703.6832 1399.407038 1370.81567 0 3699.356012 3703.6832
## 146 1055.8704 1373.994892 1370.10697 0 3458.457148 3443.3497
## 147 977.1831 1450.512174 1371.52862 0 3482.550979 3207.4610
## 148 906.3381 1527.774398 1370.88986 0 3505.132122 2995.1471
## 149 863.2831 1424.914957 1371.28840 0 3129.805767 2837.5111
## 150 2506.3843 705.747664 1235.44183 0 1486.953609 2506.3843
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 39.451181 0.00000 0.0000 0 0
## 2 0 41.743067 0.00000 0.0000 0 0
## 3 0 82.795909 0.00000 0.0000 0 0
## 4 0 1.162214 0.00000 0.0000 0 0
## 5 0 11.472805 0.00000 0.0000 0 0
## 6 0 37.608151 0.00000 0.0000 0 0
## 7 0 52.197520 0.00000 0.0000 0 0
## 8 0 80.892968 0.00000 0.0000 0 0
## 9 0 18.358997 0.00000 0.0000 0 0
## 10 0 50.413121 0.00000 0.0000 0 0
## 11 0 38.053722 0.00000 0.0000 0 0
## 12 0 48.942334 0.00000 0.0000 0 0
## 13 0 73.489826 0.00000 0.0000 0 0
## 14 0 86.662049 0.00000 0.0000 0 0
## 15 0 10.976580 11.20335 133.1729 0 0
## 16 0 38.486786 42.85216 289.2893 0 0
## 17 0 128.386559 328.78064 640.4156 0 0
## 18 0 35.975264 46.38522 333.8547 0 0
## 19 0 48.055077 80.24868 437.8383 0 0
## 20 0 126.119965 0.00000 0.0000 0 0
## 21 0 106.285610 0.00000 0.0000 0 0
## 22 0 99.941360 0.00000 0.0000 0 0
## 23 0 34.046400 0.00000 0.0000 0 0
## 24 0 15.727466 0.00000 0.0000 0 0
## 25 0 0.973454 0.00000 0.0000 0 0
## 26 0 4.626544 0.00000 0.0000 0 0
## 27 0 155.963649 0.00000 0.0000 0 0
## 28 0 19.977454 20.43259 180.1633 0 0
## 29 0 82.705467 147.98061 481.8423 0 0
## 30 0 76.919960 0.00000 0.0000 0 0
## 31 0 63.616600 79.88681 326.7680 0 0
## 32 0 85.729775 137.92335 395.2470 0 0
## 33 0 240.626328 0.00000 0.0000 0 0
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## 35 0 134.477704 0.00000 0.0000 0 0
## 36 0 52.698775 0.00000 0.0000 0 0
## 37 0 2.161703 0.00000 0.0000 0 0
## 38 0 137.402195 0.00000 0.0000 0 0
## 39 0 125.335406 0.00000 0.0000 0 0
## 40 0 120.487279 0.00000 0.0000 0 0
## 41 0 42.158247 0.00000 0.0000 0 0
## 42 0 19.205357 0.00000 0.0000 0 0
## 43 0 1.858150 0.00000 0.0000 0 0
## 44 0 88.031763 0.00000 0.0000 0 0
## 45 0 68.708879 0.00000 0.0000 0 0
## 46 0 142.784446 0.00000 0.0000 0 0
## 47 0 73.878747 0.00000 0.0000 0 0
## 48 0 123.861237 0.00000 0.0000 0 0
## 49 0 179.259977 0.00000 0.0000 0 0
## 50 0 22.009794 26.92840 218.2968 0 0
## 51 0 131.413963 0.00000 0.0000 0 0
## 52 0 97.868853 0.00000 0.0000 0 0
## 53 0 68.365411 0.00000 0.0000 0 0
## 54 0 99.927689 0.00000 0.0000 0 0
## 55 0 107.321723 0.00000 0.0000 0 0
## 56 0 49.116791 0.00000 0.0000 0 0
## 57 0 1.286144 0.00000 0.0000 0 0
## 58 0 18.834076 0.00000 0.0000 0 0
## 59 0 34.304696 0.00000 0.0000 0 0
## 60 0 53.024683 0.00000 0.0000 0 0
## 61 0 73.593206 0.00000 0.0000 0 0
## 62 0 88.716375 0.00000 0.0000 0 0
## 63 0 66.117328 0.00000 0.0000 0 0
## 64 0 198.886956 0.00000 0.0000 0 0
## 65 0 81.353332 0.00000 0.0000 0 0
## 66 0 8.313980 0.00000 0.0000 0 0
## 67 0 3.192211 0.00000 0.0000 0 0
## 68 0 54.802307 0.00000 0.0000 0 0
## 69 0 66.363543 0.00000 0.0000 0 0
## 70 0 68.232205 0.00000 0.0000 0 0
## 71 0 91.068454 0.00000 0.0000 0 0
## 72 0 107.037179 0.00000 0.0000 0 0
## 73 0 105.929680 0.00000 0.0000 0 0
## 74 0 51.635348 0.00000 0.0000 0 0
## 75 0 80.381679 0.00000 0.0000 0 0
## 76 0 138.290235 0.00000 0.0000 0 0
## 77 0 239.927724 0.00000 0.0000 0 0
## 78 0 271.172577 0.00000 0.0000 0 0
## 79 0 172.858458 0.00000 0.0000 0 0
## 80 0 42.604477 0.00000 0.0000 0 0
## 81 0 130.694859 234.12975 610.9667 0 0
## 82 0 67.757630 0.00000 0.0000 0 0
## 83 0 357.305858 0.00000 0.0000 0 0
## 84 0 97.292020 0.00000 0.0000 0 0
## 85 0 52.559893 0.00000 0.0000 0 0
## 86 0 88.372202 140.17265 509.5715 0 0
## 87 0 266.302009 0.00000 0.0000 0 0
## 88 0 185.367267 0.00000 0.0000 0 0
## 89 0 428.659983 0.00000 0.0000 0 0
## 90 0 273.869932 0.00000 0.0000 0 0
## 91 0 292.276498 0.00000 0.0000 0 0
## 92 0 319.232417 0.00000 0.0000 0 0
## 93 0 76.517177 0.00000 0.0000 0 0
## 94 0 443.057687 0.00000 0.0000 0 0
## 95 0 60.696609 71.24032 411.8055 0 0
## 96 0 288.731272 0.00000 0.0000 0 0
## 97 0 331.823649 0.00000 0.0000 0 0
## 98 0 81.892437 0.00000 0.0000 0 0
## 99 0 253.061765 0.00000 0.0000 0 0
## 100 0 189.229865 0.00000 0.0000 0 0
## 101 0 207.679057 0.00000 0.0000 0 0
## 102 0 265.210989 0.00000 0.0000 0 0
## 103 0 98.233044 0.00000 0.0000 0 0
## 104 0 330.157218 0.00000 0.0000 0 0
## 105 0 389.646497 0.00000 0.0000 0 0
## 106 0 364.598380 0.00000 0.0000 0 0
## 107 0 313.293219 0.00000 0.0000 0 0
## 108 0 214.665086 0.00000 0.0000 0 0
## 109 0 464.897867 0.00000 0.0000 0 0
## 110 0 485.138227 0.00000 0.0000 0 0
## 111 0 199.402203 0.00000 0.0000 0 0
## 112 0 291.809684 0.00000 0.0000 0 0
## 113 0 357.478835 0.00000 0.0000 0 0
## 114 0 123.341845 0.00000 0.0000 0 0
## 115 0 308.477723 0.00000 0.0000 0 0
## 116 0 393.366124 0.00000 0.0000 0 0
## 117 0 389.434692 0.00000 0.0000 0 0
## 118 0 292.054558 0.00000 0.0000 0 0
## 119 0 179.079458 0.00000 0.0000 0 0
## 120 0 358.576110 0.00000 0.0000 0 0
## 121 0 108.270689 0.00000 0.0000 0 0
## 122 0 629.276191 0.00000 0.0000 0 0
## 123 0 505.053395 0.00000 0.0000 0 0
## 124 0 416.770598 0.00000 0.0000 0 0
## 125 0 557.349320 0.00000 0.0000 0 0
## 126 0 309.490468 0.00000 0.0000 0 0
## 127 0 34.487429 0.00000 0.0000 0 0
## 128 0 31.578609 0.00000 0.0000 0 0
## 129 0 63.192225 0.00000 0.0000 0 0
## 130 0 198.974582 0.00000 0.0000 0 0
## 131 0 170.230105 0.00000 0.0000 0 0
## 132 0 413.943804 0.00000 0.0000 0 0
## 133 0 409.431494 0.00000 0.0000 0 0
## 134 0 445.156830 0.00000 0.0000 0 0
## 135 0 553.407049 0.00000 0.0000 0 0
## 136 0 525.622921 0.00000 0.0000 0 0
## 137 0 419.165811 0.00000 0.0000 0 0
## 138 0 454.620955 0.00000 0.0000 0 0
## 139 0 488.896106 0.00000 0.0000 0 0
## 140 0 967.829324 0.00000 0.0000 0 0
## 141 0 2161.271433 0.00000 0.0000 0 0
## 142 0 3565.146297 0.00000 0.0000 0 0
## 143 0 3263.823268 0.00000 0.0000 0 0
## 144 0 4835.722268 0.00000 0.0000 0 0
## 145 0 7585.665646 0.00000 0.0000 0 0
## 146 0 4944.446263 0.00000 0.0000 0 0
## 147 0 5394.142839 0.00000 0.0000 0 0
## 148 0 5708.419752 0.00000 0.0000 0 0
## 149 0 5610.069629 0.00000 0.0000 0 0
## 150 0 5805.834092 0.00000 0.0000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.659621 1 1 4.43923 0 1
## 2 0 0.659621 1 1 4.43923 0 1
## 3 0 0.659621 1 1 4.43923 0 1
## 4 0 0.659621 1 1 4.43923 0 1
## 5 0 0.659621 1 1 4.43923 0 1
## 6 0 0.659621 1 1 4.43923 0 1
## 7 0 0.659621 1 1 4.43923 0 1
## 8 0 0.659621 1 1 4.43923 0 1
## 9 0 0.659621 1 1 4.43923 0 1
## 10 0 0.659621 1 1 4.43923 0 1
## 11 0 0.659621 1 1 4.43923 0 1
## 12 0 0.659621 1 1 4.43923 0 1
## 13 0 0.659621 1 1 4.43923 0 1
## 14 0 0.659621 1 1 4.43923 0 1
## 15 0 0.000000 1 1 0.10000 0 1
## 16 0 0.000000 1 1 0.10000 0 1
## 17 0 0.000000 1 1 0.10000 0 1
## 18 0 0.000000 1 1 0.10000 0 1
## 19 0 0.000000 1 1 0.10000 0 1
## 20 0 0.659621 1 1 4.43923 0 1
## 21 0 0.659621 1 1 4.43923 0 1
## 22 0 0.659621 1 1 4.43923 0 1
## 23 0 0.659621 1 1 4.43923 0 1
## 24 0 0.659621 1 1 4.43923 0 1
## 25 0 0.659621 1 1 4.43923 0 1
## 26 0 0.659621 1 1 4.43923 0 1
## 27 0 0.659621 1 1 4.43923 0 1
## 28 0 0.000000 1 1 0.10000 0 1
## 29 0 0.000000 1 1 0.10000 0 1
## 30 0 0.659621 1 1 4.43923 0 1
## 31 0 0.000000 1 1 0.10000 0 1
## 32 0 0.000000 1 1 0.10000 0 1
## 33 0 0.659621 1 1 4.43923 0 1
## 34 0 0.659621 1 1 4.43923 0 1
## 35 0 0.659621 1 1 4.43923 0 1
## 36 0 0.659621 1 1 4.43923 0 1
## 37 0 0.659621 1 1 4.43923 0 1
## 38 0 0.659621 1 1 4.43923 0 1
## 39 0 0.659621 1 1 4.43923 0 1
## 40 0 0.659621 1 1 4.43923 0 1
## 41 0 0.659621 1 1 4.43923 0 1
## 42 0 0.659621 1 1 4.43923 0 1
## 43 0 0.659621 1 1 4.43923 0 1
## 44 0 0.659621 1 1 4.43923 0 1
## 45 0 0.659621 1 1 4.43923 0 1
## 46 0 0.659621 1 1 4.43923 0 1
## 47 0 0.659621 1 1 4.43923 0 1
## 48 0 0.659621 1 1 4.43923 0 1
## 49 0 0.659621 1 1 4.43923 0 1
## 50 0 0.000000 1 1 0.10000 0 1
## 51 0 0.659621 1 1 4.43923 0 1
## 52 0 0.659621 1 1 4.43923 0 1
## 53 0 0.659621 1 1 4.43923 0 1
## 54 0 0.659621 1 1 4.43923 0 1
## 55 0 0.659621 1 1 4.43923 0 1
## 56 0 0.659621 1 1 4.43923 0 1
## 57 0 0.659621 1 1 4.43923 0 1
## 58 0 0.659621 1 1 4.43923 0 1
## 59 0 0.659621 1 1 4.43923 0 1
## 60 0 0.659621 1 1 4.43923 0 1
## 61 0 0.659621 1 1 4.43923 0 1
## 62 0 0.659621 1 1 4.43923 0 1
## 63 0 0.659621 1 1 4.43923 0 1
## 64 0 0.659621 1 1 4.43923 0 1
## 65 0 0.659621 1 1 4.43923 0 1
## 66 0 0.659621 1 1 4.43923 0 1
## 67 0 0.659621 1 1 4.43923 0 1
## 68 0 0.659621 1 1 4.43923 0 1
## 69 0 0.659621 1 1 4.43923 0 1
## 70 0 0.659621 1 1 4.43923 0 1
## 71 0 0.659621 1 1 4.43923 0 1
## 72 0 0.659621 1 1 4.43923 0 1
## 73 0 0.659621 1 1 4.43923 0 1
## 74 0 0.659621 1 1 4.43923 0 1
## 75 0 0.659621 1 1 4.43923 0 1
## 76 0 0.659621 1 1 4.43923 0 1
## 77 0 0.659621 1 1 4.43923 0 1
## 78 0 0.659621 1 1 4.43923 0 1
## 79 0 0.659621 1 1 4.43923 0 1
## 80 0 0.659621 1 1 4.43923 0 1
## 81 0 0.000000 1 1 0.10000 0 1
## 82 0 0.659621 1 1 4.43923 0 1
## 83 0 0.659621 1 1 4.43923 0 1
## 84 0 0.659621 1 1 4.43923 0 1
## 85 0 0.659621 1 1 4.43923 0 1
## 86 0 0.000000 1 1 0.10000 0 1
## 87 0 0.659621 1 1 4.43923 0 1
## 88 0 0.659621 1 1 4.43923 0 1
## 89 0 0.659621 1 1 4.43923 0 1
## 90 0 0.659621 1 1 4.43923 0 1
## 91 0 0.659621 1 1 4.43923 0 1
## 92 0 0.659621 1 1 4.43923 0 1
## 93 0 0.659621 1 1 4.43923 0 1
## 94 0 0.659621 1 1 4.43923 0 1
## 95 0 0.000000 1 1 0.10000 0 1
## 96 0 0.659621 1 1 4.43923 0 1
## 97 0 0.659621 1 1 4.43923 0 1
## 98 0 0.659621 1 1 4.43923 0 1
## 99 0 0.659621 1 1 4.43923 0 1
## 100 0 0.659621 1 1 4.43923 0 1
## 101 0 0.659621 1 1 4.43923 0 1
## 102 0 0.659621 1 1 4.43923 0 1
## 103 0 0.659621 1 1 4.43923 0 1
## 104 0 0.659621 1 1 4.43923 0 1
## 105 0 0.659621 1 1 4.43923 0 1
## 106 0 0.659621 1 1 4.43923 0 1
## 107 0 0.659621 1 1 4.43923 0 1
## 108 0 0.659621 1 1 4.43923 0 1
## 109 0 0.659621 1 1 4.43923 0 1
## 110 0 0.659621 1 1 4.43923 0 1
## 111 0 0.659621 1 1 4.43923 0 1
## 112 0 0.659621 1 1 4.43923 0 1
## 113 0 0.659621 1 1 4.43923 0 1
## 114 0 0.659621 1 1 4.43923 0 1
## 115 0 0.659621 1 1 4.43923 0 1
## 116 0 0.659621 1 1 4.43923 0 1
## 117 0 0.659621 1 1 4.43923 0 1
## 118 0 0.659621 1 1 4.43923 0 1
## 119 0 0.659621 1 1 4.43923 0 1
## 120 0 0.659621 1 1 4.43923 0 1
## 121 0 0.659621 1 1 4.43923 0 1
## 122 0 0.659621 1 1 4.43923 0 1
## 123 0 0.659621 1 1 4.43923 0 1
## 124 0 0.659621 1 1 4.43923 0 1
## 125 0 0.659621 1 1 4.43923 0 1
## 126 0 0.659621 1 1 4.43923 0 1
## 127 0 0.659621 1 1 4.43923 0 1
## 128 0 0.659621 1 1 4.43923 0 1
## 129 0 0.659621 1 1 4.43923 0 1
## 130 0 0.659621 1 1 4.43923 0 1
## 131 0 0.659621 1 1 4.43923 0 1
## 132 0 0.659621 1 1 4.43923 0 1
## 133 0 0.659621 1 1 4.43923 0 1
## 134 0 0.659621 1 1 4.43923 0 1
## 135 0 0.659621 1 1 4.43923 0 1
## 136 0 0.659621 1 1 4.43923 0 1
## 137 0 0.659621 1 1 4.43923 0 1
## 138 0 0.659621 1 1 4.43923 0 1
## 139 0 0.659621 1 1 4.43923 0 1
## 140 0 0.659621 1 1 4.43923 0 1
## 141 0 0.659621 1 1 4.43923 0 1
## 142 0 0.659621 1 1 4.43923 0 1
## 143 0 0.659621 1 1 4.43923 0 1
## 144 0 0.659621 1 1 4.43923 0 1
## 145 0 0.659621 1 1 4.43923 0 1
## 146 0 0.659621 1 1 4.43923 0 1
## 147 0 0.659621 1 1 4.43923 0 1
## 148 0 0.659621 1 1 4.43923 0 1
## 149 0 0.659621 1 1 4.43923 0 1
## 150 0 0.659621 1 1 4.43923 0 1
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 0.848440 0 9.049385 0 0.000000 0.0000
## 2 0.848730 0 9.049385 0 0.000000 0.0000
## 3 0.849025 0 9.049385 0 0.000000 2026.1899
## 4 0.849227 0 9.049385 0 0.000000 0.0000
## 5 0.849340 0 9.049385 0 0.000000 370.0717
## 6 0.849471 0 9.049385 0 0.000000 0.0000
## 7 0.849604 0 9.049385 0 0.000000 0.0000
## 8 0.849726 0 9.049385 0 0.000000 1985.0024
## 9 0.849852 0 9.049385 0 0.000000 508.3960
## 10 0.849987 0 9.049385 0 0.000000 1299.7987
## 11 0.850133 0 9.049385 0 0.000000 1005.2965
## 12 0.850292 0 9.049385 0 0.000000 1265.3348
## 13 0.850464 0 9.049385 0 0.000000 1823.1498
## 14 0.850649 0 9.049385 0 0.000000 2109.3699
## 15 0.850847 0 9.049385 0 0.850000 0.0000
## 16 0.851057 0 9.049385 0 0.799000 0.0000
## 17 0.851280 0 9.049385 0 0.774906 0.0000
## 18 0.851516 0 9.049385 0 0.756135 0.0000
## 19 0.851763 0 9.049385 0 0.740238 0.0000
## 20 0.852021 0 9.049385 0 0.000000 2941.6963
## 21 0.852291 0 9.049385 0 0.000000 2535.0626
## 22 0.852572 0 9.049385 0 0.000000 2402.1715
## 23 0.852863 0 9.049385 0 0.000000 0.0000
## 24 0.853165 0 9.049385 0 0.000000 440.9695
## 25 0.853476 0 9.049385 0 0.000000 0.0000
## 26 0.853554 0 9.049385 0 0.000000 0.0000
## 27 0.853389 0 9.049385 0 0.000000 0.0000
## 28 0.853223 0 9.049385 0 0.850000 0.0000
## 29 0.853066 0 9.049385 0 0.799000 0.0000
## 30 0.852925 0 9.049385 0 0.000000 1924.7374
## 31 0.852804 0 9.049385 0 0.850000 0.0000
## 32 0.852701 0 9.049385 0 0.850000 0.0000
## 33 0.852618 0 9.049385 0 0.000000 5254.5382
## 34 0.852556 0 9.049385 0 0.000000 1952.0637
## 35 0.852514 0 9.049385 0 0.000000 3184.3546
## 36 0.852493 0 9.049385 0 0.000000 1378.4270
## 37 0.852457 0 9.049385 0 0.000000 0.0000
## 38 0.852395 0 9.049385 0 0.000000 0.0000
## 39 0.852341 0 9.049385 0 0.000000 3055.3232
## 40 0.852300 0 9.049385 0 0.000000 2950.3290
## 41 0.852277 0 9.049385 0 0.000000 1134.7018
## 42 0.852260 0 9.049385 0 0.000000 0.0000
## 43 0.852070 0 9.049385 0 0.000000 0.0000
## 44 0.851733 0 9.049385 0 0.000000 2243.6680
## 45 0.851432 0 9.049385 0 0.000000 1780.2445
## 46 0.851167 0 9.049385 0 0.000000 3427.9499
## 47 0.850935 0 9.049385 0 0.000000 0.0000
## 48 0.850736 0 9.049385 0 0.000000 3077.7866
## 49 0.850568 0 9.049385 0 0.000000 4272.9484
## 50 0.850411 0 9.049385 0 0.850000 0.0000
## 51 0.850246 0 9.049385 0 0.000000 3244.9549
## 52 0.850091 0 9.049385 0 0.000000 0.0000
## 53 0.849686 0 9.049385 0 0.000000 0.0000
## 54 0.849050 0 9.049385 0 0.000000 2537.4319
## 55 0.848467 0 9.049385 0 0.000000 2750.1066
## 56 0.847542 0 9.049385 0 0.000000 0.0000
## 57 0.845532 0 9.049385 0 0.000000 0.0000
## 58 0.842913 0 9.049385 0 0.000000 0.0000
## 59 0.840483 0 9.049385 0 0.000000 0.0000
## 60 0.838227 0 9.049385 0 0.000000 1434.7684
## 61 0.836129 0 9.049385 0 0.000000 0.0000
## 62 0.834172 0 9.049385 0 0.000000 2311.4372
## 63 0.832329 0 9.049385 0 0.000000 0.0000
## 64 0.830565 0 9.049385 0 0.000000 0.0000
## 65 0.828887 0 9.049385 0 0.000000 0.0000
## 66 0.827302 0 9.049385 0 0.000000 0.0000
## 67 0.825334 0 9.049385 0 0.000000 0.0000
## 68 0.823049 0 9.049385 0 0.000000 1501.2918
## 69 0.820952 0 9.049385 0 0.000000 1797.6630
## 70 0.819028 0 9.049385 0 0.000000 0.0000
## 71 0.817267 0 9.049385 0 0.000000 0.0000
## 72 0.815654 0 9.049385 0 0.000000 0.0000
## 73 0.814180 0 9.049385 0 0.000000 2842.3259
## 74 0.812729 0 9.049385 0 0.000000 0.0000
## 75 0.810804 0 9.049385 0 0.000000 0.0000
## 76 0.808575 0 9.049385 0 0.000000 3641.3244
## 77 0.806547 0 9.049385 0 0.000000 6048.3555
## 78 0.804706 0 9.049385 0 0.000000 6762.4777
## 79 0.803038 0 9.049385 0 0.000000 4571.2307
## 80 0.801529 0 9.049385 0 0.000000 0.0000
## 81 0.800163 0 9.049385 0 0.850000 0.0000
## 82 0.798931 0 9.049385 0 0.000000 1885.7801
## 83 0.797824 0 9.049385 0 0.000000 8943.6975
## 84 0.796834 0 9.049385 0 0.000000 2661.9702
## 85 0.795954 0 9.049385 0 0.000000 0.0000
## 86 0.795168 0 9.049385 0 0.850000 0.0000
## 87 0.794455 0 9.049385 0 0.000000 6986.9299
## 88 0.793821 0 9.049385 0 0.000000 4974.7716
## 89 0.793265 0 9.049385 0 0.000000 10871.1186
## 90 0.792787 0 9.049385 0 0.000000 7172.0537
## 91 0.792380 0 9.049385 0 0.000000 0.0000
## 92 0.792031 0 9.049385 0 0.000000 8272.4345
## 93 0.791710 0 9.049385 0 0.000000 0.0000
## 94 0.791372 0 9.049385 0 0.000000 0.0000
## 95 0.791043 0 9.049385 0 0.850000 0.0000
## 96 0.790757 0 9.049385 0 0.000000 7697.9212
## 97 0.790524 0 9.049385 0 0.000000 8774.4593
## 98 0.790327 0 9.049385 0 0.000000 0.0000
## 99 0.790133 0 9.049385 0 0.000000 0.0000
## 100 0.789957 0 9.049385 0 0.000000 5160.7407
## 101 0.789822 0 9.049385 0 0.000000 5637.4212
## 102 0.789734 0 9.049385 0 0.000000 7105.1390
## 103 0.789615 0 9.049385 0 0.000000 0.0000
## 104 0.789459 0 9.049385 0 0.000000 8912.6065
## 105 0.789349 0 9.049385 0 0.000000 10429.2680
## 106 0.789290 0 9.049385 0 0.000000 9785.1158
## 107 0.789282 0 9.049385 0 0.000000 8473.1641
## 108 0.789324 0 9.049385 0 0.000000 5908.6141
## 109 0.789412 0 9.049385 0 0.000000 0.0000
## 110 0.789541 0 9.049385 0 0.000000 12821.1579
## 111 0.789707 0 9.049385 0 0.000000 0.0000
## 112 0.789852 0 9.049385 0 0.000000 0.0000
## 113 0.789971 0 9.049385 0 0.000000 9786.7825
## 114 0.790115 0 9.049385 0 0.000000 0.0000
## 115 0.790287 0 9.049385 0 0.000000 8496.6736
## 116 0.790491 0 9.049385 0 0.000000 10725.3505
## 117 0.790728 0 9.049385 0 0.000000 10622.7721
## 118 0.791000 0 9.049385 0 0.000000 8061.8550
## 119 0.791306 0 9.049385 0 0.000000 5087.3979
## 120 0.791304 0 9.049385 0 0.000000 0.0000
## 121 0.791017 0 9.049385 0 0.000000 3110.6845
## 122 0.790803 0 9.049385 0 0.000000 17162.1271
## 123 0.790656 0 9.049385 0 0.000000 13888.5315
## 124 0.790573 0 9.049385 0 0.000000 11540.0840
## 125 0.790550 0 9.049385 0 0.000000 15270.6704
## 126 0.790582 0 9.049385 0 0.000000 8655.3249
## 127 0.790667 0 9.049385 0 0.000000 0.0000
## 128 0.790204 0 9.049385 0 0.000000 0.0000
## 129 0.789231 0 9.049385 0 0.000000 0.0000
## 130 0.788364 0 9.049385 0 0.000000 5699.6829
## 131 0.787566 0 9.049385 0 0.000000 0.0000
## 132 0.786809 0 9.049385 0 0.000000 11666.5086
## 133 0.786128 0 9.049385 0 0.000000 11542.5032
## 134 0.785532 0 9.049385 0 0.000000 12523.0972
## 135 0.785023 0 9.049385 0 0.000000 15639.1597
## 136 0.784597 0 9.049385 0 0.000000 14865.8480
## 137 0.784253 0 9.049385 0 0.000000 11912.0843
## 138 0.783986 0 9.049385 0 0.000000 12897.8747
## 139 0.783793 0 9.049385 0 0.000000 13848.8665
## 140 0.783669 0 9.049385 0 0.000000 4912.5024
## 141 0.783611 0 9.049385 0 0.000000 0.0000
## 142 0.783600 0 9.049385 0 0.000000 0.0000
## 143 0.783612 0 9.049385 0 0.000000 0.0000
## 144 0.783648 0 9.049385 0 0.000000 0.0000
## 145 0.783719 0 9.049385 0 0.000000 0.0000
## 146 0.783831 0 9.049385 0 0.000000 5155.7558
## 147 0.783989 0 9.049385 0 0.000000 5043.8277
## 148 0.784193 0 9.049385 0 0.000000 4943.9133
## 149 0.784441 0 9.049385 0 0.000000 4507.3020
## 150 0.784731 0 9.049385 0 0.000000 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH
## 1 264.889579 1580.1552 0.000000 0.000000 0.000000 0
## 2 288.697694 1629.5446 0.000000 0.000000 0.000000 0
## 3 744.200196 2335.3296 0.000498 0.000000 0.000000 0
## 4 3.298471 189.1181 0.000000 0.000000 0.000000 0
## 5 32.711446 596.5961 0.000221 0.000000 0.000000 0
## 6 246.994064 1525.6283 0.000000 0.000000 0.000000 0
## 7 404.178073 1868.3129 0.000000 0.000000 0.000000 0
## 8 717.475369 2306.9663 0.000386 0.000000 0.000000 0
## 9 59.341195 795.8582 0.000176 0.000000 0.000000 0
## 10 334.993467 1732.7590 0.000299 0.000000 0.000000 0
## 11 209.675548 1421.5820 0.000276 0.000000 0.000000 0
## 12 319.039454 1698.4672 0.000284 0.000000 0.000000 0
## 13 616.398641 2189.0125 0.000347 0.000000 0.000000 0
## 14 799.388663 2390.6059 0.000361 0.000000 0.000000 0
## 15 74.689000 887.8195 0.000000 1.671022 0.000000 0
## 16 213.194815 1439.2503 0.000005 3.844230 -1.085573 0
## 17 1460.638143 2845.1049 0.000008 11.217549 -3.664359 0
## 18 190.208363 1369.0124 0.000006 4.400925 -1.613019 0
## 19 308.931057 1685.5334 0.000000 5.996377 -1.759175 0
## 20 1421.964997 2828.5091 0.000299 0.000000 0.000000 0
## 21 1096.106762 2650.5022 0.000279 0.000000 0.000000 0
## 22 997.034277 2580.1049 0.000325 0.000000 0.000000 0
## 23 209.068647 1454.7890 0.000000 0.000000 0.000000 0
## 24 43.794456 703.0184 0.000223 0.000000 0.000000 0
## 25 1.817768 142.6702 0.000000 0.000000 0.000000 0
## 26 15.707820 424.3510 0.000000 0.000000 0.000000 0
## 27 2030.146281 3097.4653 0.000000 0.000000 0.000000 0
## 28 136.217265 1201.0884 0.000000 2.321711 0.000000 0
## 29 736.221934 2397.2251 0.000000 7.289616 -2.524184 0
## 30 656.047441 2303.1938 0.000291 0.000000 0.000000 0
## 31 532.578743 2178.4536 0.000000 4.706653 0.000000 0
## 32 919.488995 2634.9799 0.000000 6.170953 0.000000 0
## 33 3666.502147 3203.6081 0.000452 0.000000 0.000000 0
## 34 656.032867 2351.8603 0.000352 0.000000 0.000000 0
## 35 1556.400349 3036.5300 0.000456 0.000000 0.000000 0
## 36 350.330040 1846.5280 0.000363 0.000000 0.000000 0
## 37 8.425748 315.9860 0.000000 0.000000 0.000000 0
## 38 1685.766596 3086.8502 0.000000 0.000000 0.000000 0
## 39 1393.232685 3080.6764 0.000385 0.000000 0.000000 0
## 40 1310.720846 3031.7335 0.000396 0.000000 0.000000 0
## 41 236.445670 1605.9181 0.000272 0.000000 0.000000 0
## 42 85.810221 1011.2957 0.000000 0.000000 0.000000 0
## 43 6.021211 272.8362 0.000000 0.000000 0.000000 0
## 44 809.107909 2614.0162 0.000341 0.000000 0.000000 0
## 45 535.243463 2249.5380 0.000252 0.000000 0.000000 0
## 46 1701.619743 3228.8175 0.000413 0.000000 0.000000 0
## 47 656.115852 2493.8506 0.000000 0.000000 0.000000 0
## 48 1367.345470 3165.0231 0.000320 0.000000 0.000000 0
## 49 2409.496721 3554.7756 0.000388 0.000000 0.000000 0
## 50 179.522639 1455.3121 0.000000 2.838255 0.000000 0
## 51 1499.393228 3242.0622 0.000380 0.000000 0.000000 0
## 52 1010.088157 2894.3335 0.000000 0.000000 0.000000 0
## 53 581.900259 2384.2251 0.000000 0.000000 0.000000 0
## 54 974.113190 2860.8380 0.000371 0.000000 0.000000 0
## 55 1082.377189 3058.6501 0.000379 0.000000 0.000000 0
## 56 341.635046 1980.8808 0.000000 0.000000 0.000000 0
## 57 4.116428 235.7385 0.000000 0.000000 0.000000 0
## 58 78.705200 1018.8256 0.000000 0.000000 0.000000 0
## 59 195.218834 1552.1507 0.000000 0.000000 0.000000 0
## 60 336.929812 1969.3222 0.000312 0.000000 0.000000 0
## 61 642.815757 2551.2974 0.000000 0.000000 0.000000 0
## 62 795.601238 2757.9586 0.000389 0.000000 0.000000 0
## 63 532.281801 2470.1604 0.000000 0.000000 0.000000 0
## 64 2922.667981 4041.2434 0.000000 0.000000 0.000000 0
## 65 738.728035 2800.9843 0.000000 0.000000 0.000000 0
## 66 24.731463 600.5626 0.000000 0.000000 0.000000 0
## 67 9.320667 368.7956 0.000000 0.000000 0.000000 0
## 68 346.717602 2070.9768 0.000320 0.000000 0.000000 0
## 69 481.002058 2371.9665 0.000343 0.000000 0.000000 0
## 70 559.184517 2518.7265 0.000000 0.000000 0.000000 0
## 71 832.224120 3166.9287 0.000000 0.000000 0.000000 0
## 72 1072.306242 3482.1771 0.000000 0.000000 0.000000 0
## 73 988.163707 3379.5266 0.000356 0.000000 0.000000 0
## 74 339.036647 2177.8715 0.000000 0.000000 0.000000 0
## 75 690.480852 2916.5653 0.000000 0.000000 0.000000 0
## 76 1532.383407 3893.6565 0.000377 0.000000 0.000000 0
## 77 3599.898098 4742.2888 0.000516 0.000000 0.000000 0
## 78 4325.818301 4809.9760 0.000568 0.000000 0.000000 0
## 79 2168.356949 4491.8556 0.000453 0.000000 0.000000 0
## 80 245.853600 1928.2290 0.000000 0.000000 0.000000 0
## 81 1560.864982 4073.1113 0.000000 9.781209 0.000000 0
## 82 464.263223 2556.0978 0.000187 0.000000 0.000000 0
## 83 6556.590974 5006.9127 0.000508 0.000000 0.000000 0
## 84 854.639660 3282.5473 0.000312 0.000000 0.000000 0
## 85 343.827810 2242.2723 0.000000 0.000000 0.000000 0
## 86 934.484304 3397.1430 0.000000 7.520186 0.000000 0
## 87 4235.726037 5367.0744 0.000412 0.000000 0.000000 0
## 88 2405.803348 4817.2856 0.000303 0.000000 0.000000 0
## 89 8648.853271 4990.7178 0.000632 0.000000 0.000000 0
## 90 4421.585500 5389.0874 0.000559 0.000000 0.000000 0
## 91 4993.030704 5428.7749 0.000000 0.000000 0.000000 0
## 92 5580.774481 5431.0741 0.000627 0.000000 0.000000 0
## 93 613.019351 2970.7583 0.000000 0.000000 0.000000 0
## 94 9207.049720 4849.7720 0.000000 0.000000 0.000000 0
## 95 474.935443 2745.3697 0.000000 5.590808 0.000000 0
## 96 4805.787178 5693.7083 0.000416 0.000000 0.000000 0
## 97 5947.281611 5724.4342 0.000502 0.000000 0.000000 0
## 98 670.544814 3177.9896 0.000000 0.000000 0.000000 0
## 99 4021.776858 5583.1209 0.000000 0.000000 0.000000 0
## 100 2471.573618 5040.6340 0.000354 0.000000 0.000000 0
## 101 2867.755611 5232.4223 0.000398 0.000000 0.000000 0
## 102 4213.213797 5618.1190 0.000551 0.000000 0.000000 0
## 103 885.480135 3657.9626 0.000000 0.000000 0.000000 0
## 104 5927.665916 6007.5056 0.000532 0.000000 0.000000 0
## 105 7635.463998 5890.7034 0.000579 0.000000 0.000000 0
## 106 6956.226892 5865.2048 0.000637 0.000000 0.000000 0
## 107 5511.628986 5912.9729 0.000615 0.000000 0.000000 0
## 108 3039.013253 5434.0548 0.000493 0.000000 0.000000 0
## 109 10167.421266 5271.1729 0.000000 0.000000 0.000000 0
## 110 10682.453453 5130.2330 0.000667 0.000000 0.000000 0
## 111 2781.561010 5488.8886 0.000000 0.000000 0.000000 0
## 112 5060.603734 6122.4163 0.000000 0.000000 0.000000 0
## 113 6784.285944 6156.7476 0.000485 0.000000 0.000000 0
## 114 1280.718665 4284.8191 0.000000 0.000000 0.000000 0
## 115 5394.744616 6151.4692 0.000505 0.000000 0.000000 0
## 116 7858.083435 6058.1896 0.000581 0.000000 0.000000 0
## 117 7738.293328 6072.9212 0.000648 0.000000 0.000000 0
## 118 4950.725523 6110.1056 0.000550 0.000000 0.000000 0
## 119 2236.770887 5303.0056 0.000398 0.000000 0.000000 0
## 120 6973.610421 6400.8456 0.000000 0.000000 0.000000 0
## 121 953.322596 3916.6912 0.000197 0.000000 0.000000 0
## 122 16039.780818 4068.9522 0.000791 0.000000 0.000000 0
## 123 11565.211012 5595.2113 0.000762 0.000000 0.000000 0
## 124 8636.599395 6232.2726 0.000584 0.000000 0.000000 0
## 125 13403.107271 5034.2870 0.000636 0.000000 0.000000 0
## 126 5432.064098 6375.5778 0.000520 0.000000 0.000000 0
## 127 149.137450 1753.8357 0.000000 0.000000 0.000000 0
## 128 129.311928 1637.5345 0.000000 0.000000 0.000000 0
## 129 404.818591 2796.4066 0.000000 0.000000 0.000000 0
## 130 2578.987459 5824.9425 0.000403 0.000000 0.000000 0
## 131 2077.851198 5432.3708 0.000000 0.000000 0.000000 0
## 132 8262.210288 7071.6655 0.000627 0.000000 0.000000 0
## 133 8124.095040 7078.2835 0.000652 0.000000 0.000000 0
## 134 9235.721626 6994.3110 0.000627 0.000000 0.000000 0
## 135 12883.131540 6547.9272 0.000781 0.000000 0.000000 0
## 136 12013.675591 6601.9582 0.000813 0.000000 0.000000 0
## 137 8508.799675 7107.2334 0.000708 0.000000 0.000000 0
## 138 9637.598537 7005.1189 0.000752 0.000000 0.000000 0
## 139 10766.186540 6842.1801 0.000798 0.000000 0.000000 0
## 140 2362.509258 4794.6457 0.000436 0.000000 0.000000 0
## 141 3150.383952 4668.0740 0.000000 0.000000 0.000000 0
## 142 5335.544765 4627.7129 0.000000 0.000000 0.000000 0
## 143 2945.519906 3976.0606 0.000000 0.000000 0.000000 0
## 144 4903.287917 3998.6146 0.000000 0.000000 0.000000 0
## 145 3699.356012 3703.6832 0.000000 0.000000 0.000000 0
## 146 3458.457148 3443.3497 0.000681 0.000000 0.000000 0
## 147 3482.550979 3207.4610 0.000707 0.000000 0.000000 0
## 148 3505.132122 2995.1471 0.000727 0.000000 0.000000 0
## 149 3129.805767 2837.5111 0.000710 0.000000 0.000000 0
## 150 1486.953609 2506.3843 0.000000 0.000000 0.000000 0
## snow_Qrain snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 4.354926 0.001000 0 0.000002 2018 351
## 2 0.000000 0.000000 4.330621 0.001000 0 0.000002 2018 352
## 3 0.000000 0.000000 0.000000 0.001000 0 0.000541 2018 353
## 4 0.000000 0.000000 2.652295 0.001000 0 0.000001 2018 354
## 5 0.000000 0.000000 1.692281 0.001000 0 0.000265 2018 355
## 6 0.000000 0.000000 4.345561 0.001000 0 0.000002 2018 356
## 7 0.000000 0.000000 4.340028 0.001000 0 0.000002 2018 357
## 8 0.000000 0.000000 0.000000 0.001000 0 0.000430 2018 358
## 9 0.000000 0.000000 0.000000 0.001000 0 0.000176 2018 359
## 10 0.000000 0.000000 0.000000 0.001000 0 0.000299 2018 360
## 11 0.000000 0.000000 0.000000 0.001000 0 0.000276 2018 361
## 12 0.000000 0.000000 0.000000 0.001000 0 0.000284 2018 362
## 13 0.000000 0.000000 0.000000 0.001000 0 0.000347 2018 363
## 14 0.000000 0.000000 0.000000 0.001000 0 0.000361 2018 364
## 15 0.000000 1.671022 0.000000 -5.526965 1 0.000004 2018 365
## 16 0.000000 2.758657 0.000000 -10.000000 2 0.000041 2018 1
## 17 0.000000 7.553190 0.000000 -10.000000 3 0.000130 2018 2
## 18 0.000000 2.787906 0.000000 -10.000000 4 0.000060 2018 3
## 19 0.000000 4.237202 0.000000 0.001000 0 0.000059 2018 4
## 20 0.000000 0.000000 0.000000 0.001000 0 0.000342 2018 5
## 21 0.000000 0.000000 0.000000 0.001000 0 0.000279 2018 6
## 22 0.000000 0.000000 0.000000 0.001000 0 0.000325 2018 7
## 23 0.000000 0.000000 4.367227 0.001000 0 0.000002 2018 8
## 24 0.000000 0.000000 0.000000 0.001000 0 0.000267 2018 9
## 25 0.000000 0.000000 1.868005 0.001000 0 0.000001 2018 10
## 26 0.000000 0.000000 4.335303 0.001000 0 0.000002 2018 11
## 27 0.000000 0.000000 4.351265 0.001000 0 0.000002 2018 12
## 28 0.000000 2.321711 0.000000 -5.076965 1 0.000004 2018 13
## 29 0.000000 4.765432 0.000000 0.001000 0 0.000084 2018 14
## 30 0.000000 0.000000 0.000000 0.001000 0 0.000335 2018 15
## 31 2.691578 4.706653 4.373101 0.001000 0 0.000002 2018 16
## 32 0.000000 6.170953 0.000000 0.001000 0 0.000004 2018 17
## 33 0.000000 0.000000 0.000000 0.001000 0 0.000495 2018 18
## 34 0.000000 0.000000 0.000000 0.001000 0 0.000352 2018 19
## 35 0.000000 0.000000 0.000000 0.001000 0 0.000456 2018 20
## 36 0.000000 0.000000 0.000000 0.001000 0 0.000363 2018 21
## 37 0.000000 0.000000 4.343093 0.001000 0 0.000002 2018 22
## 38 0.000000 0.000000 4.356160 0.001000 0 0.000002 2018 23
## 39 0.000000 0.000000 0.000000 0.001000 0 0.000429 2018 24
## 40 0.000000 0.000000 0.000000 0.001000 0 0.000396 2018 25
## 41 0.000000 0.000000 0.000000 0.001000 0 0.000272 2018 26
## 42 0.000000 0.000000 4.357863 0.001000 0 0.000002 2018 27
## 43 0.000000 0.000000 3.688418 0.001000 0 0.000001 2018 28
## 44 0.000000 0.000000 0.664703 0.001000 0 0.000385 2018 29
## 45 0.000000 0.000000 0.000000 0.001000 0 0.000252 2018 30
## 46 0.000000 0.000000 0.000000 0.001000 0 0.000413 2018 31
## 47 0.000000 0.000000 4.360970 0.001000 0 0.000002 2018 32
## 48 0.000000 0.000000 0.000000 0.001000 0 0.000364 2018 33
## 49 0.000000 0.000000 0.000000 0.001000 0 0.000388 2018 34
## 50 59.945440 2.838255 4.376379 0.001000 0 0.000005 2018 35
## 51 0.000000 0.000000 0.000000 0.001000 0 0.000424 2018 36
## 52 0.000000 0.000000 4.357692 0.001000 0 0.000002 2018 37
## 53 0.000000 0.000000 4.350286 0.001000 0 0.000002 2018 38
## 54 0.000000 0.000000 0.000000 0.001000 0 0.000415 2018 39
## 55 0.000000 0.000000 0.000000 0.001000 0 0.000379 2018 40
## 56 0.000000 0.000000 4.340922 0.001000 0 0.000002 2018 41
## 57 0.000000 0.000000 3.443911 0.001000 0 0.000001 2018 42
## 58 0.000000 0.000000 4.328748 0.001000 0 0.000002 2018 43
## 59 0.000000 0.000000 4.346455 0.001000 0 0.000002 2018 44
## 60 0.000000 0.000000 0.000000 0.001000 0 0.000356 2018 45
## 61 0.000000 0.000000 4.314787 0.001000 0 0.000002 2018 46
## 62 0.000000 0.000000 0.000000 0.001000 0 0.000433 2018 47
## 63 0.000000 0.000000 4.338198 0.001000 0 0.000002 2018 48
## 64 0.000000 0.000000 4.340326 0.001000 0 0.000002 2018 49
## 65 0.000000 0.000000 4.332281 0.001000 0 0.000002 2018 50
## 66 0.000000 0.000000 4.328110 0.001000 0 0.000002 2018 51
## 67 0.000000 0.000000 4.319597 0.001000 0 0.000002 2018 52
## 68 0.000000 0.000000 0.000000 0.001000 0 0.000364 2018 53
## 69 0.000000 0.000000 0.000000 0.001000 0 0.000343 2018 54
## 70 0.000000 0.000000 4.313212 0.001000 0 0.000002 2018 55
## 71 0.000000 0.000000 4.329770 0.001000 0 0.000002 2018 56
## 72 0.000000 0.000000 4.342454 0.001000 0 0.000002 2018 57
## 73 0.000000 0.000000 0.000000 0.001000 0 0.000400 2018 58
## 74 0.000000 0.000000 4.348073 0.001000 0 0.000002 2018 59
## 75 0.000000 0.000000 4.342284 0.001000 0 0.000002 2018 60
## 76 0.000000 0.000000 0.000000 0.001000 0 0.000420 2018 61
## 77 0.000000 0.000000 0.000000 0.001000 0 0.000516 2018 62
## 78 0.000000 0.000000 0.000000 0.001000 0 0.000568 2018 63
## 79 0.000000 0.000000 0.000000 0.001000 0 0.000453 2018 64
## 80 0.000000 0.000000 4.358799 0.001000 0 0.000002 2018 65
## 81 0.000000 9.781209 0.000000 0.001000 0 0.000004 2018 66
## 82 0.000000 0.000000 0.000000 0.001000 0 0.000231 2018 67
## 83 0.000000 0.000000 0.000000 0.001000 0 0.000508 2018 68
## 84 0.000000 0.000000 0.000000 0.001000 0 0.000312 2018 69
## 85 0.000000 0.000000 4.356032 0.001000 0 0.000002 2018 70
## 86 18.005746 7.520186 4.377187 0.001000 0 0.000005 2018 71
## 87 0.000000 0.000000 0.000000 0.001000 0 0.000456 2018 72
## 88 0.000000 0.000000 0.000000 0.001000 0 0.000303 2018 73
## 89 0.000000 0.000000 0.000000 0.001000 0 0.000632 2018 74
## 90 0.000000 0.000000 0.000000 0.001000 0 0.000559 2018 75
## 91 0.000000 0.000000 4.321980 0.001000 0 0.000002 2018 76
## 92 0.000000 0.000000 0.000000 0.001000 0 0.000671 2018 77
## 93 0.000000 0.000000 4.335090 0.001000 0 0.000002 2018 78
## 94 0.000000 0.000000 4.338113 0.001000 0 0.000002 2018 79
## 95 0.000000 5.590808 0.000000 0.001000 0 0.000004 2018 80
## 96 0.000000 0.000000 0.000000 0.001000 0 0.000460 2018 81
## 97 0.000000 0.000000 0.000000 0.001000 0 0.000502 2018 82
## 98 0.000000 0.000000 4.360800 0.001000 0 0.000002 2018 83
## 99 0.000000 0.000000 4.346753 0.001000 0 0.000002 2018 84
## 100 0.000000 0.000000 0.000000 0.001000 0 0.000397 2018 85
## 101 0.000000 0.000000 0.000000 0.001000 0 0.000398 2018 86
## 102 0.000000 0.000000 0.000000 0.001000 0 0.000551 2018 87
## 103 0.000000 0.000000 4.323598 0.001000 0 0.000002 2018 88
## 104 0.000000 0.000000 0.000000 0.001000 0 0.000576 2018 89
## 105 0.000000 0.000000 0.000000 0.001000 0 0.000579 2018 90
## 106 0.000000 0.000000 0.000000 0.001000 0 0.000637 2018 91
## 107 0.000000 0.000000 0.000000 0.001000 0 0.000615 2018 92
## 108 0.000000 0.000000 0.000000 0.001000 0 0.000493 2018 93
## 109 0.000000 0.000000 4.338496 0.001000 0 0.000002 2018 94
## 110 0.000000 0.000000 0.000000 0.001000 0 0.000711 2018 95
## 111 0.000000 0.000000 4.337134 0.001000 0 0.000002 2018 96
## 112 0.000000 0.000000 4.349009 0.001000 0 0.000002 2018 97
## 113 0.000000 0.000000 0.000000 0.001000 0 0.000529 2018 98
## 114 0.000000 0.000000 4.360842 0.001000 0 0.000002 2018 99
## 115 0.000000 0.000000 0.000000 0.001000 0 0.000549 2018 100
## 116 0.000000 0.000000 0.000000 0.001000 0 0.000581 2018 101
## 117 0.000000 0.000000 0.000000 0.001000 0 0.000648 2018 102
## 118 0.000000 0.000000 0.000000 0.001000 0 0.000550 2018 103
## 119 0.000000 0.000000 0.000000 0.001000 0 0.000398 2018 104
## 120 0.000000 0.000000 4.338368 0.001000 0 0.000002 2018 105
## 121 0.000000 0.000000 0.000000 0.001000 0 0.000241 2018 106
## 122 0.000000 0.000000 0.000000 0.001000 0 0.000791 2018 107
## 123 0.000000 0.000000 0.000000 0.001000 0 0.000762 2018 108
## 124 0.000000 0.000000 0.000000 0.001000 0 0.000584 2018 109
## 125 0.000000 0.000000 0.000000 0.001000 0 0.000636 2018 110
## 126 0.000000 0.000000 0.000000 0.001000 0 0.000520 2018 111
## 127 0.000000 0.000000 4.345604 0.001000 0 0.000002 2018 112
## 128 0.000000 0.000000 4.345519 0.001000 0 0.000002 2018 113
## 129 0.000000 0.000000 4.336367 0.001000 0 0.000002 2018 114
## 130 0.000000 0.000000 0.000000 0.001000 0 0.000447 2018 115
## 131 0.000000 0.000000 4.338198 0.001000 0 0.000002 2018 116
## 132 0.000000 0.000000 0.000000 0.001000 0 0.000671 2018 117
## 133 0.000000 0.000000 0.000000 0.001000 0 0.000652 2018 118
## 134 0.000000 0.000000 0.000000 0.001000 0 0.000627 2018 119
## 135 0.000000 0.000000 0.000000 0.001000 0 0.000781 2018 120
## 136 0.000000 0.000000 0.000000 0.001000 0 0.000813 2018 121
## 137 0.000000 0.000000 0.000000 0.001000 0 0.000708 2018 122
## 138 0.000000 0.000000 0.000000 0.001000 0 0.000752 2018 123
## 139 0.000000 0.000000 0.000000 0.001000 0 0.000798 2018 124
## 140 0.000000 0.000000 393.168430 0.001000 0 0.000596 2018 125
## 141 0.000000 0.000000 253.096607 0.001000 0 0.000103 2018 126
## 142 0.000000 0.000000 372.443936 0.001000 0 0.000151 2018 127
## 143 0.000000 0.000000 489.765091 0.001000 0 0.000199 2018 128
## 144 0.000000 0.000000 601.716088 0.001000 0 0.000245 2018 129
## 145 0.000000 0.000000 709.223826 0.001000 0 0.000289 2018 130
## 146 0.000000 0.000000 3703.657427 0.001000 0 0.002238 2018 131
## 147 0.000000 0.000000 3907.409674 0.001000 0 0.002306 2018 132
## 148 0.000000 0.000000 4217.065146 0.001000 0 0.002453 2018 133
## 149 0.000000 0.000000 4267.765875 0.001000 0 0.002458 2018 134
## 150 0.000000 0.000000 1200.901810 0.001000 0 0.000489 2018 135validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite1## [[1]]
## [1] -0.1506282
##
## [[2]]
## [1] 0.09302547
##
## [[3]]
## [1] -0.0891525
##
## [[4]]
## [1] 0.1546834
##
## [[5]]
## [1] 0.1338729
##
## [[6]]
## [1] -0.05131397
##
## [[7]]
## [1] 0.2964954
##
## [[8]]
## [1] 0.1282665
##
## [[9]]
## [1] 0.1345581
##
## [[10]]
## [1] 0.02444672
##
## [[11]]
## [1] -0.06532026
##
## [[12]]
## [1] -0.1188434
##
## [[13]]
## [1] 0.1379871
##
## [[14]]
## [1] 0.1423797
##
## [[15]]
## [1] 0.167937
##
## [[16]]
## [1] -0.1202371
##
## [[17]]
## [1] 0.1352394
##
## [[18]]
## [1] -0.03400454
##
## [[19]]
## [1] 0.0113021
##
## [[20]]
## [1] 0.01412156
##
## [[21]]
## [1] -0.1240861
##
## [[22]]
## [1] 0.03575111
##
## [[23]]
## [1] 0.1917981
##
## [[24]]
## [1] 0.1071567
##
## [[25]]
## [1] -0.4747407
##
## [[26]]
## [1] 0.1646147
##
## [[27]]
## [1] 0.07021659
##
## [[28]]
## [1] 0.1436519
##
## [[29]]
## [1] 0.2130125
##
## [[30]]
## [1] 0.1457302
##
## [[31]]
## [1] 0.1581283
##
## [[32]]
## [1] 0.1316515
##
## [[33]]
## [1] -0.002689309
##
## [[34]]
## [1] -0.008292046
##
## [[35]]
## [1] 0.0699176
##
## [[36]]
## [1] 0.0469445
##
## [[37]]
## [1] 0.01081338
##
## [[38]]
## [1] 0.1303535
##
## [[39]]
## [1] -0.04185572
##
## [[40]]
## [1] -0.05381177
##
## [[41]]
## [1] 0.04239625
##
## [[42]]
## [1] 0.1774775
##
## [[43]]
## [1] 0.09665206
##
## [[44]]
## [1] 0.1141592
##
## [[45]]
## [1] 0.179021
##
## [[46]]
## [1] 0.02501894
##
## [[47]]
## [1] 0.1913776
##
## [[48]]
## [1] -0.005116465
##
## [[49]]
## [1] -0.01857377
##
## [[50]]
## [1] 0.1871587
##
## [[51]]
## [1] 0.1496545
##
## [[52]]
## [1] -0.08108247
##
## [[53]]
## [1] 0.1859914
##
## [[54]]
## [1] 0.1148593
##
## [[55]]
## [1] 0.1917253
##
## [[56]]
## [1] -0.029882
##
## [[57]]
## [1] 0.1655542
##
## [[58]]
## [1] 0.1385665
##
## [[59]]
## [1] 0.1747105
##
## [[60]]
## [1] -0.08065108
##
## [[61]]
## [1] -0.01647355
##
## [[62]]
## [1] 0.1565419
##
## [[63]]
## [1] 0.07552074
##
## [[64]]
## [1] 0.02670269
##
## [[65]]
## [1] -0.06112624
##
## [[66]]
## [1] 0.1551422
##
## [[67]]
## [1] 0.1584224
##
## [[68]]
## [1] 0.1332561
##
## [[69]]
## [1] 0.040818
##
## [[70]]
## [1] 0.2090543
##
## [[71]]
## [1] 0.1336815
##
## [[72]]
## [1] 0.08305244
##
## [[73]]
## [1] 0.08703202
##
## [[74]]
## [1] 0.05933756
##
## [[75]]
## [1] 0.05559481
##
## [[76]]
## [1] 0.1372147
##
## [[77]]
## [1] 0.1531086
##
## [[78]]
## [1] 0.05261728
##
## [[79]]
## [1] -0.2765339
##
## [[80]]
## [1] 0.05286614
##
## [[81]]
## [1] 0.1985049
##
## [[82]]
## [1] 0.1241451
##
## [[83]]
## [1] 0.1059834
##
## [[84]]
## [1] 0.2259299
##
## [[85]]
## [1] 0.08185946
##
## [[86]]
## [1] 0.05879185
##
## [[87]]
## [1] -0.03400857
##
## [[88]]
## [1] 0.1207505
##
## [[89]]
## [1] 0.07195318
##
## [[90]]
## [1] 0.1016251
##
## [[91]]
## [1] 0.1430392
##
## [[92]]
## [1] 0.1572581
##
## [[93]]
## [1] 0.157345
##
## [[94]]
## [1] 0.1568213
##
## [[95]]
## [1] 0.07682571
##
## [[96]]
## [1] 0.0917683
##
## [[97]]
## [1] -0.04022251
##
## [[98]]
## [1] 0.06431346
##
## [[99]]
## [1] -0.01292768
##
## [[100]]
## [1] 0.0345769
##
## [[101]]
## [1] 0.06315015
##
## [[102]]
## [1] 0.08224898
##
## [[103]]
## [1] 0.1012662
##
## [[104]]
## [1] 0.001407846
##
## [[105]]
## [1] -0.05640423
##
## [[106]]
## [1] 0.09550806
##
## [[107]]
## [1] -0.005160646
##
## [[108]]
## [1] 0.1431319
##
## [[109]]
## [1] 0.01218032
##
## [[110]]
## [1] 0.04542033
##
## [[111]]
## [1] 0.05092137
##
## [[112]]
## [1] 0.02938306
##
## [[113]]
## [1] 0.1197286
##
## [[114]]
## [1] 0.09798876
##
## [[115]]
## [1] 0.06687739
##
## [[116]]
## [1] -0.04431792
##
## [[117]]
## [1] -0.04225398
##
## [[118]]
## [1] 0.09960714
##
## [[119]]
## [1] -0.03110909
##
## [[120]]
## [1] -0.02794082
##
## [[121]]
## [1] 0.1165408
##
## [[122]]
## [1] -0.2325561
##
## [[123]]
## [1] 0.1293266
##
## [[124]]
## [1] -0.01216712
##
## [[125]]
## [1] -0.01786285
##
## [[126]]
## [1] 0.1779206
##
## [[127]]
## [1] -0.2426893
##
## [[128]]
## [1] -0.1765314
##
## [[129]]
## [1] 0.0746897
##
## [[130]]
## [1] 0.03723894
##
## [[131]]
## [1] 0.01603658
##
## [[132]]
## [1] -0.07717329
##
## [[133]]
## [1] 0.04372618
##
## [[134]]
## [1] -0.005038661
##
## [[135]]
## [1] -0.06698967
##
## [[136]]
## [1] 0.09720494
##
## [[137]]
## [1] -0.1394878
##
## [[138]]
## [1] -0.1146947
##
## [[139]]
## [1] 0.005279949
##
## [[140]]
## [1] 0.02833112
##
## [[141]]
## [1] 0.08743029
##
## [[142]]
## [1] 0.1556754
##
## [[143]]
## [1] -0.5008812
##
## [[144]]
## [1] -0.1119291
##
## [[145]]
## [1] -0.1731395
##
## [[146]]
## [1] 0.008024417
##
## [[147]]
## [1] 0.05751503
##
## [[148]]
## [1] -0.02205425
##
## [[149]]
## [1] -0.05696743
##
## [[150]]
## [1] -0.1295306
##
## [[151]]
## [1] -0.1954898
##
## [[152]]
## [1] 0.1285679
##
## [[153]]
## [1] -0.012559
##
## [[154]]
## [1] 0.04219847
##
## [[155]]
## [1] -0.3039457
##
## [[156]]
## [1] 0.02542134
##
## [[157]]
## [1] -0.03447835
##
## [[158]]
## [1] -0.0253085
##
## [[159]]
## [1] -0.04147917
##
## [[160]]
## [1] -0.119955
##
## [[161]]
## [1] 0.04824397
##
## [[162]]
## [1] -0.1951468
##
## [[163]]
## [1] -0.1989123
##
## [[164]]
## [1] 0.0602222
##
## [[165]]
## [1] -0.2956192
##
## [[166]]
## [1] -0.2762023
##
## [[167]]
## [1] -0.3799937
##
## [[168]]
## [1] -0.2561045
##
## [[169]]
## [1] -0.3511583
##
## [[170]]
## [1] NA
##
## [[171]]
## [1] -0.2466595
##
## [[172]]
## [1] -0.1010605
##
## [[173]]
## [1] NA
##
## [[174]]
## [1] -0.3839472
##
## [[175]]
## [1] -0.1424361
##
## [[176]]
## [1] -0.2139513
##
## [[177]]
## [1] -0.3936338
##
## [[178]]
## [1] 0.07144863
##
## [[179]]
## [1] -0.3610411
##
## [[180]]
## [1] NA
##
## [[181]]
## [1] -0.3755926
##
## [[182]]
## [1] -0.3925781
##
## [[183]]
## [1] -0.3255529
##
## [[184]]
## [1] NA
##
## [[185]]
## [1] NA
##
## [[186]]
## [1] NA
##
## [[187]]
## [1] NA
##
## [[188]]
## [1] NA
##
## [[189]]
## [1] 0.01252847
##
## [[190]]
## [1] NA
##
## [[191]]
## [1] NA
##
## [[192]]
## [1] NA
##
## [[193]]
## [1] -0.1357948
##
## [[194]]
## [1] NA
##
## [[195]]
## [1] 0.1752747
##
## [[196]]
## [1] -0.3842505
##
## [[197]]
## [1] -0.08572565
##
## [[198]]
## [1] -0.4179634
##
## [[199]]
## [1] -0.08933952
##
## [[200]]
## [1] 0.006140466prepare to run model n times for patch 2 - only for validation time series
validationruns <- 200
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32ssurgo",
flowtable = "CWWS32ssurgo1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valssurgo2",
commandline_options = c("-b -p 1 108 141942 141942"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")run model in parallel
read 20 runs, create table and append to table for site 2
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valssurgo2_run",i), readin_rhessys_output(paste0("out/cwws32valssurgo2_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo2_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 108 141942 141942 -9999 0 0.000000
## 2 1 108 141942 141942 -9999 0 0.000000
## 3 1 108 141942 141942 -9999 0 11.909999
## 4 1 108 141942 141942 -9999 0 18.770000
## 5 1 108 141942 141942 -9999 0 0.000000
## 6 1 108 141942 141942 -9999 0 5.620000
## 7 1 108 141942 141942 -9999 0 15.910000
## 8 1 108 141942 141942 -9999 0 0.000000
## 9 1 108 141942 141942 -9999 0 0.000000
## 10 1 108 141942 141942 -9999 0 0.000000
## 11 1 108 141942 141942 -9999 0 0.000000
## 12 1 108 141942 141942 -9999 0 0.000000
## 13 1 108 141942 141942 -9999 0 0.000000
## 14 1 108 141942 141942 -9999 0 0.000000
## 15 1 108 141942 141942 -9999 0 0.000000
## 16 1 108 141942 141942 -9999 0 0.000000
## 17 1 108 141942 141942 -9999 0 0.000000
## 18 1 108 141942 141942 -9999 0 0.000000
## 19 1 108 141942 141942 -9999 0 0.000000
## 20 1 108 141942 141942 -9999 0 0.000000
## 21 1 108 141942 141942 -9999 0 0.000000
## 22 1 108 141942 141942 -9999 0 0.000000
## 23 1 108 141942 141942 -9999 0 1.139397
## 24 1 108 141942 141942 -9999 0 0.670000
## 25 1 108 141942 141942 -9999 0 7.230000
## 26 1 108 141942 141942 -9999 0 52.810000
## 27 1 108 141942 141942 -9999 0 22.660000
## 28 1 108 141942 141942 -9999 0 0.000000
## 29 1 108 141942 141942 -9999 0 0.000000
## 30 1 108 141942 141942 -9999 0 0.000000
## 31 1 108 141942 141942 -9999 0 1.109399
## 32 1 108 141942 141942 -9999 0 0.000000
## 33 1 108 141942 141942 -9999 0 0.000000
## 34 1 108 141942 141942 -9999 0 0.000000
## 35 1 108 141942 141942 -9999 0 0.000000
## 36 1 108 141942 141942 -9999 0 0.000000
## 37 1 108 141942 141942 -9999 0 16.790000
## 38 1 108 141942 141942 -9999 0 0.000000
## 39 1 108 141942 141942 -9999 0 0.000000
## 40 1 108 141942 141942 -9999 0 0.000000
## 41 1 108 141942 141942 -9999 0 0.000000
## 42 1 108 141942 141942 -9999 0 14.590000
## 43 1 108 141942 141942 -9999 0 13.150000
## 44 1 108 141942 141942 -9999 0 0.000000
## 45 1 108 141942 141942 -9999 0 0.000000
## 46 1 108 141942 141942 -9999 0 0.000000
## 47 1 108 141942 141942 -9999 0 2.910000
## 48 1 108 141942 141942 -9999 0 0.000000
## 49 1 108 141942 141942 -9999 0 2.082877
## 50 1 108 141942 141942 -9999 0 35.707953
## 51 1 108 141942 141942 -9999 0 0.000000
## 52 1 108 141942 141942 -9999 0 20.532018
## 53 1 108 141942 141942 -9999 0 23.562018
## 54 1 108 141942 141942 -9999 0 0.000000
## 55 1 108 141942 141942 -9999 0 12.012019
## 56 1 108 141942 141942 -9999 0 92.612019
## 57 1 108 141942 141942 -9999 0 42.582019
## 58 1 108 141942 141942 -9999 0 9.182019
## 59 1 108 141942 141942 -9999 0 0.000000
## 60 1 108 141942 141942 -9999 0 5.532019
## 61 1 108 141942 141942 -9999 0 0.000000
## 62 1 108 141942 141942 -9999 0 0.000000
## 63 1 108 141942 141942 -9999 0 6.782021
## 64 1 108 141942 141942 -9999 0 5.182021
## 65 1 108 141942 141942 -9999 0 3.162021
## 66 1 108 141942 141942 -9999 0 13.382021
## 67 1 108 141942 141942 -9999 0 7.472021
## 68 1 108 141942 141942 -9999 0 0.000000
## 69 1 108 141942 141942 -9999 0 0.582021
## 70 1 108 141942 141942 -9999 0 1.452021
## 71 1 108 141942 141942 -9999 0 9.102022
## 72 1 108 141942 141942 -9999 0 1.992022
## 73 1 108 141942 141942 -9999 0 5.992022
## 74 1 108 141942 141942 -9999 0 47.882022
## 75 1 108 141942 141942 -9999 0 16.612022
## 76 1 108 141942 141942 -9999 0 0.000000
## 77 1 108 141942 141942 -9999 0 0.000000
## 78 1 108 141942 141942 -9999 0 0.000000
## 79 1 108 141942 141942 -9999 0 2.252023
## 80 1 108 141942 141942 -9999 0 11.402023
## 81 1 108 141942 141942 -9999 0 0.000000
## 82 1 108 141942 141942 -9999 0 0.000000
## 83 1 108 141942 141942 -9999 0 0.000000
## 84 1 108 141942 141942 -9999 0 8.972023
## 85 1 108 141942 141942 -9999 0 17.402023
## 86 1 108 141942 141942 -9999 0 5.992023
## 87 1 108 141942 141942 -9999 0 0.000000
## 88 1 108 141942 141942 -9999 0 0.000000
## 89 1 108 141942 141942 -9999 0 0.000000
## 90 1 108 141942 141942 -9999 0 3.942024
## 91 1 108 141942 141942 -9999 0 7.972024
## 92 1 108 141942 141942 -9999 0 0.000000
## 93 1 108 141942 141942 -9999 0 11.012024
## 94 1 108 141942 141942 -9999 0 1.162024
## 95 1 108 141942 141942 -9999 0 0.000000
## 96 1 108 141942 141942 -9999 0 0.000000
## 97 1 108 141942 141942 -9999 0 0.000000
## 98 1 108 141942 141942 -9999 0 21.542025
## 99 1 108 141942 141942 -9999 0 0.000000
## 100 1 108 141942 141942 -9999 0 0.000000
## 101 1 108 141942 141942 -9999 0 0.000000
## 102 1 108 141942 141942 -9999 0 0.000000
## 103 1 108 141942 141942 -9999 0 20.492026
## 104 1 108 141942 141942 -9999 0 0.000000
## 105 1 108 141942 141942 -9999 0 0.000000
## 106 1 108 141942 141942 -9999 0 0.000000
## 107 1 108 141942 141942 -9999 0 0.000000
## 108 1 108 141942 141942 -9999 0 8.432026
## 109 1 108 141942 141942 -9999 0 0.000000
## 110 1 108 141942 141942 -9999 0 0.000000
## 111 1 108 141942 141942 -9999 0 17.202026
## 112 1 108 141942 141942 -9999 0 2.392026
## 113 1 108 141942 141942 -9999 0 1.802026
## 114 1 108 141942 141942 -9999 0 0.302026
## 115 1 108 141942 141942 -9999 0 0.000000
## 116 1 108 141942 141942 -9999 0 0.000000
## 117 1 108 141942 141942 -9999 0 0.000000
## 118 1 108 141942 141942 -9999 0 0.000000
## 119 1 108 141942 141942 -9999 0 1.412027
## 120 1 108 141942 141942 -9999 0 38.222027
## 121 1 108 141942 141942 -9999 0 0.000000
## 122 1 108 141942 141942 -9999 0 0.000000
## 123 1 108 141942 141942 -9999 0 0.000000
## 124 1 108 141942 141942 -9999 0 0.000000
## 125 1 108 141942 141942 -9999 0 0.000000
## 126 1 108 141942 141942 -9999 0 0.000000
## 127 1 108 141942 141942 -9999 0 35.082027
## 128 1 108 141942 141942 -9999 0 38.612027
## 129 1 108 141942 141942 -9999 0 12.532027
## 130 1 108 141942 141942 -9999 0 0.000000
## 131 1 108 141942 141942 -9999 0 10.352027
## 132 1 108 141942 141942 -9999 0 0.000000
## 133 1 108 141942 141942 -9999 0 0.000000
## 134 1 108 141942 141942 -9999 0 0.000000
## 135 1 108 141942 141942 -9999 0 0.000000
## 136 1 108 141942 141942 -9999 0 0.000000
## 137 1 108 141942 141942 -9999 0 0.000000
## 138 1 108 141942 141942 -9999 0 0.000000
## 139 1 108 141942 141942 -9999 0 0.000000
## 140 1 108 141942 141942 -9999 0 1.502027
## 141 1 108 141942 141942 -9999 0 0.000000
## 142 1 108 141942 141942 -9999 0 2.032027
## 143 1 108 141942 141942 -9999 0 7.352028
## 144 1 108 141942 141942 -9999 0 0.000000
## 145 1 108 141942 141942 -9999 0 4.602028
## 146 1 108 141942 141942 -9999 0 0.000000
## 147 1 108 141942 141942 -9999 0 0.000000
## 148 1 108 141942 141942 -9999 0 0.000000
## 149 1 108 141942 141942 -9999 0 0.000000
## 150 1 108 141942 141942 -9999 0 32.752028
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 7555.141 3286.486 12.496624 48.35341
## 2 0 7559.391 3288.335 11.892973 48.35341
## 3 0 7563.667 3290.195 20.005291 48.35341
## 4 0 7567.601 3291.906 13.520593 48.35341
## 5 0 7571.243 3293.491 12.699997 48.35341
## 6 0 7574.946 3295.101 16.687821 48.35341
## 7 0 7578.450 3296.626 14.977723 48.35341
## 8 0 7581.781 3298.075 13.731383 48.35341
## 9 0 7585.185 3299.555 12.853985 48.35341
## 10 0 7588.657 3301.066 12.181290 48.35341
## 11 0 7592.193 3302.604 11.636189 48.35341
## 12 0 7595.795 3304.171 11.180503 48.35341
## 13 0 7599.453 3305.762 10.790784 48.35341
## 14 0 7603.165 3307.377 10.451608 48.35341
## 15 0 7606.931 3309.015 10.152307 48.35341
## 16 0 7610.741 3310.672 9.885201 48.35341
## 17 0 7614.599 3312.351 9.644589 48.35341
## 18 0 7618.499 3314.047 9.426125 48.35341
## 19 0 7622.439 3315.761 9.226426 48.35341
## 20 0 7626.419 3317.492 9.042806 48.35341
## 21 0 7630.432 3319.238 8.873106 48.35341
## 22 0 7634.479 3320.998 8.715558 48.35341
## 23 0 7638.557 3322.772 9.528337 48.35341
## 24 0 7642.666 3324.560 10.011383 48.35341
## 25 0 7646.802 3326.359 15.203823 48.35341
## 26 0 7650.261 3327.863 13.520593 48.35341
## 27 0 7652.779 3328.959 13.520593 48.35341
## 28 0 7655.074 3329.957 12.704410 48.35341
## 29 0 7657.472 3331.000 12.064631 48.35341
## 30 0 7659.969 3332.087 11.541930 48.35341
## 31 0 7662.561 3333.214 12.333082 48.35341
## 32 0 7665.241 3334.380 11.763612 48.35341
## 33 0 7668.006 3335.583 11.290298 48.35341
## 34 0 7670.850 3336.820 10.887246 48.35341
## 35 0 7673.771 3338.090 10.537643 48.35341
## 36 0 7676.764 3339.392 10.229969 48.35341
## 37 0 7679.803 3340.714 21.164874 48.35341
## 38 0 7682.868 3342.048 15.877433 48.35341
## 39 0 7685.991 3343.406 14.310366 48.35341
## 40 0 7689.174 3344.791 13.283562 48.35341
## 41 0 7692.410 3346.198 12.523637 48.35341
## 42 0 7695.671 3347.617 21.422375 48.35341
## 43 0 7698.626 3348.902 13.520593 48.35341
## 44 0 7701.343 3350.084 12.706759 48.35341
## 45 0 7704.139 3351.301 12.068375 48.35341
## 46 0 7707.003 3352.546 11.546572 48.35341
## 47 0 7709.933 3353.821 13.629652 48.35341
## 48 0 7712.922 3355.121 13.418387 48.35341
## 49 0 7715.973 3356.448 14.895192 48.35341
## 50 0 7718.548 3357.568 13.520593 48.35341
## 51 0 7720.697 3358.503 13.139457 48.35341
## 52 0 7722.674 3359.363 15.643050 48.35341
## 53 0 7724.057 3359.965 13.520593 48.35341
## 54 0 7725.149 3360.440 13.084158 48.35341
## 55 0 7726.355 3360.964 20.859584 48.35341
## 56 0 7725.445 3360.569 13.520593 48.35341
## 57 0 7721.474 3358.841 13.520593 48.35341
## 58 0 7716.728 3356.776 19.748388 48.35341
## 59 0 7712.357 3354.875 18.928332 48.35341
## 60 0 7708.296 3353.109 21.325206 48.35341
## 61 0 7704.505 3351.460 19.793445 48.35341
## 62 0 7701.025 3349.946 18.937360 48.35341
## 63 0 7697.782 3348.535 21.523502 48.35341
## 64 0 7694.631 3347.164 21.386275 48.35341
## 65 0 7691.586 3345.840 21.426515 48.35341
## 66 0 7688.079 3344.314 13.520593 48.35341
## 67 0 7684.275 3342.660 18.706710 48.35341
## 68 0 7680.824 3341.158 17.980419 48.35341
## 69 0 7677.705 3339.802 18.140776 48.35341
## 70 0 7674.897 3338.580 18.847460 48.35341
## 71 0 7672.229 3337.420 21.040592 48.35341
## 72 0 7669.653 3336.299 20.977477 48.35341
## 73 0 7667.176 3335.221 21.311311 48.35341
## 74 0 7663.024 3333.415 13.520593 48.35341
## 75 0 7657.356 3330.950 20.818012 48.35341
## 76 0 7651.908 3328.580 19.643769 48.35341
## 77 0 7646.878 3326.392 18.579150 48.35341
## 78 0 7642.263 3324.384 17.613727 48.35341
## 79 0 7638.043 3322.549 18.911166 48.35341
## 80 0 7633.822 3320.712 18.556039 48.35341
## 81 0 7629.636 3318.892 17.971197 48.35341
## 82 0 7625.829 3317.236 17.564826 48.35341
## 83 0 7622.381 3315.736 16.871278 48.35341
## 84 0 7619.211 3314.357 21.477439 48.35341
## 85 0 7615.393 3312.696 13.520593 48.35341
## 86 0 7611.131 3310.842 17.732097 48.35341
## 87 0 7607.264 3309.160 17.186364 48.35341
## 88 0 7603.766 3307.638 16.747761 48.35341
## 89 0 7600.622 3306.270 15.952477 48.35341
## 90 0 7597.799 3305.043 18.570045 48.35341
## 91 0 7595.169 3303.899 21.501374 48.35341
## 92 0 7592.687 3302.819 19.799362 48.35341
## 93 0 7590.044 3301.669 17.278411 48.35341
## 94 0 7587.309 3300.479 17.921111 48.35341
## 95 0 7584.875 3299.421 17.611524 48.35341
## 96 0 7582.717 3298.482 17.060293 48.35341
## 97 0 7580.828 3297.660 16.465287 48.35341
## 98 0 7578.460 3296.630 13.520593 48.35341
## 99 0 7575.707 3295.432 13.249626 48.35341
## 100 0 7573.269 3294.372 12.977454 48.35341
## 101 0 7571.127 3293.440 12.546613 48.35341
## 102 0 7569.260 3292.628 11.900469 48.35341
## 103 0 7567.366 3291.804 19.157281 48.35341
## 104 0 7565.447 3290.970 18.372675 48.35341
## 105 0 7563.770 3290.240 17.405189 48.35341
## 106 0 7562.327 3289.612 16.397044 48.35341
## 107 0 7561.111 3289.083 15.510500 48.35341
## 108 0 7560.083 3288.636 20.754167 48.35341
## 109 0 7559.201 3288.253 19.567734 48.35341
## 110 0 7558.480 3287.939 18.374945 48.35341
## 111 0 7557.326 3287.437 13.520593 48.35341
## 112 0 7555.821 3286.782 15.224728 48.35341
## 113 0 7554.553 3286.230 16.457208 48.35341
## 114 0 7553.497 3285.771 16.579776 48.35341
## 115 0 7552.644 3285.400 15.827130 48.35341
## 116 0 7551.985 3285.114 15.047310 48.35341
## 117 0 7551.512 3284.908 14.192376 48.35341
## 118 0 7551.212 3284.777 13.404162 48.35341
## 119 0 7551.079 3284.719 14.402243 48.35341
## 120 0 7550.137 3284.309 13.520593 48.35341
## 121 0 7548.486 3283.592 13.302379 48.35341
## 122 0 7547.077 3282.979 12.483650 48.35341
## 123 0 7545.891 3282.463 11.811246 48.35341
## 124 0 7544.918 3282.039 11.415516 48.35341
## 125 0 7544.147 3281.704 10.943240 48.35341
## 126 0 7543.566 3281.451 10.538737 48.35341
## 127 0 7542.400 3280.944 13.520593 48.35341
## 128 0 7539.631 3279.740 13.520593 48.35341
## 129 0 7536.079 3278.194 21.262665 48.35341
## 130 0 7532.747 3276.745 19.813858 48.35341
## 131 0 7529.337 3275.262 18.494481 48.35341
## 132 0 7525.896 3273.765 17.570715 48.35341
## 133 0 7522.758 3272.400 16.611567 48.35341
## 134 0 7519.911 3271.161 15.804342 48.35341
## 135 0 7517.343 3270.044 14.842715 48.35341
## 136 0 7515.040 3269.042 13.845358 48.35341
## 137 0 7512.986 3268.149 12.906225 48.35341
## 138 0 7511.175 3267.361 12.162728 48.35341
## 139 0 7509.591 3266.672 11.562669 48.35341
## 140 0 7508.223 3266.077 12.636892 48.35341
## 141 0 7507.063 3265.572 12.108813 48.35341
## 142 0 7506.103 3265.155 13.559242 48.35341
## 143 0 7505.322 3264.815 18.659160 48.35341
## 144 0 7504.703 3264.546 17.667070 48.35341
## 145 0 7504.231 3264.341 20.309461 48.35341
## 146 0 7503.881 3264.188 18.867247 48.35341
## 147 0 7503.670 3264.097 17.784562 48.35341
## 148 0 7503.604 3264.068 16.788368 48.35341
## 149 0 7503.682 3264.102 15.903291 48.35341
## 150 0 7503.082 3263.841 13.520593 48.35341
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 13.52059 4.385527 1482.647 0.000000 2.143327
## 2 13.52059 4.385527 1481.401 0.000000 2.111169
## 3 13.52059 4.385527 1480.645 0.465679 2.083244
## 4 13.52059 4.385527 1499.303 20.017196 2.218191
## 5 13.52059 4.385527 1497.824 0.000000 2.334956
## 6 13.52059 4.385527 1496.435 0.055310 2.299164
## 7 13.52059 4.385527 1508.091 13.180638 2.377302
## 8 13.52059 4.385527 1506.518 0.022925 2.446517
## 9 13.52059 4.385527 1504.966 0.006438 2.408010
## 10 13.52059 4.385527 1503.444 0.000000 2.370280
## 11 13.52059 4.385527 1501.957 0.000000 2.333462
## 12 13.52059 4.385527 1500.504 0.000000 2.297550
## 13 13.52059 4.385527 1499.083 0.000000 2.262509
## 14 13.52059 4.385527 1497.695 0.000000 2.228325
## 15 13.52059 4.385527 1496.337 0.000000 2.194967
## 16 13.52059 4.385527 1495.010 0.000000 2.162408
## 17 13.52059 4.385527 1493.711 0.000000 2.130632
## 18 13.52059 4.385527 1492.441 0.000000 2.099605
## 19 13.52059 4.385527 1491.198 0.000000 2.069312
## 20 13.52059 4.385527 1489.983 0.000000 2.039728
## 21 13.52059 4.385527 1488.793 0.000000 2.010830
## 22 13.52059 4.385527 1487.628 0.000000 1.982603
## 23 13.52059 4.385527 1486.488 0.000000 1.955023
## 24 13.52059 4.385527 1485.372 0.000000 1.928071
## 25 13.52059 4.385527 1484.299 0.020131 1.901863
## 26 13.52059 4.385527 1522.676 34.851760 2.186836
## 27 13.52059 4.385527 1537.222 16.337049 2.597732
## 28 13.52059 4.385527 1535.332 0.000000 2.697809
## 29 13.52059 4.385527 1533.486 0.000000 2.654275
## 30 13.52059 4.385527 1531.682 0.000000 2.611815
## 31 13.52059 4.385527 1529.920 0.000000 2.570397
## 32 13.52059 4.385527 1528.197 0.000000 2.529989
## 33 13.52059 4.385527 1526.514 0.000000 2.490565
## 34 13.52059 4.385527 1524.868 0.000000 2.452095
## 35 13.52059 4.385527 1523.259 0.000000 2.414553
## 36 13.52059 4.385527 1521.685 0.000000 2.377909
## 37 13.52059 4.385527 1521.297 1.161398 2.351647
## 38 13.52059 4.385527 1520.357 0.591327 2.333215
## 39 13.52059 4.385527 1518.896 0.040451 2.301244
## 40 13.52059 4.385527 1517.436 0.009977 2.267636
## 41 13.52059 4.385527 1515.997 0.000000 2.234536
## 42 13.52059 4.385527 1516.188 1.611445 2.214698
## 43 13.52059 4.385527 1532.021 17.382461 2.341899
## 44 13.52059 4.385527 1530.372 0.000000 2.440658
## 45 13.52059 4.385527 1528.759 0.000000 2.403801
## 46 13.52059 4.385527 1527.181 0.000000 2.367810
## 47 13.52059 4.385527 1525.643 0.006241 2.332721
## 48 13.52059 4.385527 1524.137 0.005950 2.298529
## 49 13.52059 4.385527 1522.673 0.016146 2.265166
## 50 13.52059 4.385527 1548.108 27.118440 2.467676
## 51 13.52059 4.385527 1546.240 0.000000 2.651775
## 52 13.52059 4.385527 1556.587 12.290572 2.727103
## 53 13.52059 4.385527 1573.491 19.109828 2.991236
## 54 13.52059 4.385527 1571.151 0.000000 3.126609
## 55 13.52059 4.385527 1569.733 0.876125 3.082093
## 56 13.52059 4.385527 1640.612 35.319971 4.022322
## 57 13.52059 4.385527 1666.718 30.700112 5.396493
## 58 13.52059 4.385527 1662.143 0.392112 5.778668
## 59 13.52059 4.385527 1657.824 0.516612 5.655299
## 60 13.52059 4.385527 1654.681 1.582828 5.553445
## 61 13.52059 4.385527 1651.052 1.004210 5.467750
## 62 13.52059 4.385527 1647.058 0.524481 5.359281
## 63 13.52059 4.385527 1644.919 2.294767 5.278517
## 64 13.52059 4.385527 1644.381 3.873279 5.261830
## 65 13.52059 4.385527 1642.237 2.239463 5.237912
## 66 13.52059 4.385527 1655.188 17.553880 5.464385
## 67 13.52059 4.385527 1650.634 0.200942 5.621671
## 68 13.52059 4.385527 1646.306 0.292257 5.492475
## 69 13.52059 4.385527 1642.066 0.250574 5.366617
## 70 13.52059 4.385527 1638.039 0.340171 5.246616
## 71 13.52059 4.385527 1638.090 4.369100 5.201674
## 72 13.52059 4.385527 1635.299 1.499291 5.176254
## 73 13.52059 4.385527 1635.029 3.986200 5.144384
## 74 13.52059 4.385527 1672.340 35.429392 5.895075
## 75 13.52059 4.385527 1671.332 4.679255 6.587380
## 76 13.52059 4.385527 1666.562 0.843983 6.521037
## 77 13.52059 4.385527 1661.566 0.456113 6.365318
## 78 13.52059 4.385527 1656.533 0.254702 6.204880
## 79 13.52059 4.385527 1651.722 0.317504 6.048585
## 80 13.52059 4.385527 1655.157 8.575577 6.065126
## 81 13.52059 4.385527 1650.296 0.278405 6.067063
## 82 13.52059 4.385527 1645.519 0.206950 5.914226
## 83 13.52059 4.385527 1640.835 0.148667 5.765190
## 84 13.52059 4.385527 1637.970 1.853661 5.652197
## 85 13.52059 4.385527 1653.464 20.503082 5.944859
## 86 13.52059 4.385527 1648.358 0.108530 6.154385
## 87 13.52059 4.385527 1643.478 0.171744 5.994468
## 88 13.52059 4.385527 1638.708 0.126304 5.840090
## 89 13.52059 4.385527 1634.048 0.086314 5.690442
## 90 13.52059 4.385527 1629.660 0.215804 5.548290
## 91 13.52059 4.385527 1627.958 2.816216 5.462106
## 92 13.52059 4.385527 1624.559 1.053568 5.395344
## 93 13.52059 4.385527 1630.489 10.451541 5.463821
## 94 13.52059 4.385527 1626.123 0.195078 5.503452
## 95 13.52059 4.385527 1621.902 0.206788 5.370839
## 96 13.52059 4.385527 1617.759 0.159240 5.242221
## 97 13.52059 4.385527 1613.692 0.111432 5.116887
## 98 13.52059 4.385527 1627.776 18.467037 5.321113
## 99 13.52059 4.385527 1623.222 0.000000 5.492535
## 100 13.52059 4.385527 1618.807 0.000000 5.352995
## 101 13.52059 4.385527 1614.525 0.000000 5.218967
## 102 13.52059 4.385527 1610.369 0.000000 5.090184
## 103 13.52059 4.385527 1613.716 7.508520 5.094598
## 104 13.52059 4.385527 1609.923 0.373178 5.098468
## 105 13.52059 4.385527 1606.094 0.225459 4.983589
## 106 13.52059 4.385527 1602.276 0.124105 4.869069
## 107 13.52059 4.385527 1598.510 0.066991 4.756510
## 108 13.52059 4.385527 1595.599 0.826837 4.659086
## 109 13.52059 4.385527 1592.748 0.812381 4.580204
## 110 13.52059 4.385527 1589.592 0.423418 4.492485
## 111 13.52059 4.385527 1603.081 17.247712 4.668901
## 112 13.52059 4.385527 1599.196 0.020431 4.814849
## 113 13.52059 4.385527 1595.466 0.066716 4.703703
## 114 13.52059 4.385527 1591.868 0.095182 4.597808
## 115 13.52059 4.385527 1588.352 0.078275 4.495763
## 116 13.52059 4.385527 1584.900 0.046967 4.396489
## 117 13.52059 4.385527 1581.522 0.026598 4.300054
## 118 13.52059 4.385527 1578.215 0.009139 4.206522
## 119 13.52059 4.385527 1574.997 0.011254 4.116052
## 120 13.52059 4.385527 1599.861 28.438363 4.459176
## 121 13.52059 4.385527 1595.983 0.000000 4.761579
## 122 13.52059 4.385527 1592.214 0.000000 4.651749
## 123 13.52059 4.385527 1588.548 0.000000 4.545889
## 124 13.52059 4.385527 1584.983 0.000000 4.443834
## 125 13.52059 4.385527 1581.514 0.000000 4.345404
## 126 13.52059 4.385527 1578.137 0.000000 4.250434
## 127 13.52059 4.385527 1596.812 22.302344 4.499923
## 128 13.52059 4.385527 1620.320 27.837890 5.203258
## 129 13.52059 4.385527 1616.937 1.293071 5.552183
## 130 13.52059 4.385527 1613.348 0.993442 5.458659
## 131 13.52059 4.385527 1617.501 8.774133 5.498171
## 132 13.52059 4.385527 1613.110 0.244936 5.513753
## 133 13.52059 4.385527 1608.745 0.139197 5.381404
## 134 13.52059 4.385527 1604.450 0.078753 5.251441
## 135 13.52059 4.385527 1600.245 0.044066 5.125007
## 136 13.52059 4.385527 1596.138 0.022071 5.002496
## 137 13.52059 4.385527 1592.133 0.007028 4.884074
## 138 13.52059 4.385527 1588.234 0.000000 4.769751
## 139 13.52059 4.385527 1584.442 0.000000 4.659610
## 140 13.52059 4.385527 1580.753 0.000000 4.553510
## 141 13.52059 4.385527 1577.164 0.000000 4.451256
## 142 13.52059 4.385527 1573.677 0.005905 4.352745
## 143 13.52059 4.385527 1570.474 0.200631 4.260595
## 144 13.52059 4.385527 1567.417 0.265103 4.176444
## 145 13.52059 4.385527 1564.835 0.666821 4.099807
## 146 13.52059 4.385527 1562.249 0.598671 4.032827
## 147 13.52059 4.385527 1559.427 0.292458 3.959255
## 148 13.52059 4.385527 1556.543 0.157265 3.883001
## 149 13.52059 4.385527 1553.662 0.086548 3.806782
## 150 13.52059 4.385527 1576.390 25.987052 4.098030
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.000000
## 2 0 0 0 0.000000 0 0.000000
## 3 0 0 0 0.000000 0 0.000000
## 4 0 0 0 0.000000 0 0.000000
## 5 0 0 0 0.000000 0 0.000000
## 6 0 0 0 0.000000 0 0.000000
## 7 0 0 0 0.000000 0 0.000000
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.000000 0 0.000000
## 16 0 0 0 0.000000 0 0.000000
## 17 0 0 0 0.000000 0 0.000000
## 18 0 0 0 0.000000 0 0.000000
## 19 0 0 0 0.000000 0 0.000000
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.020603 0 0.020603
## 24 0 0 0 0.000000 0 0.000000
## 25 0 0 0 0.000000 0 0.000000
## 26 0 0 0 0.000000 0 0.000000
## 27 0 0 0 0.000000 0 0.000000
## 28 0 0 0 0.000000 0 0.000000
## 29 0 0 0 0.000000 0 0.000000
## 30 0 0 0 0.000000 0 0.000000
## 31 0 0 0 0.020601 0 0.020601
## 32 0 0 0 0.000000 0 0.000000
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.000000
## 38 0 0 0 0.000000 0 0.000000
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.000000
## 43 0 0 0 0.000000 0 0.000000
## 44 0 0 0 0.000000 0 0.000000
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.007987
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.020594 0 0.020594
## 50 0 0 0 0.020594 0 0.028576
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.007982
## 53 0 0 0 0.000000 0 0.007982
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.007981
## 56 0 0 0 0.000000 0 0.007981
## 57 0 0 0 0.000000 0 0.007981
## 58 0 0 0 0.000000 0 0.007981
## 59 0 0 0 0.000000 0 0.000000
## 60 0 0 0 0.000000 0 0.007981
## 61 0 0 0 0.000000 0 0.000000
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.007979
## 64 0 0 0 0.000000 0 0.007979
## 65 0 0 0 0.000000 0 0.007979
## 66 0 0 0 0.000000 0 0.007979
## 67 0 0 0 0.000000 0 0.007979
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.007979
## 70 0 0 0 0.000000 0 0.007979
## 71 0 0 0 0.000000 0 0.007978
## 72 0 0 0 0.000000 0 0.007978
## 73 0 0 0 0.000000 0 0.007978
## 74 0 0 0 0.000000 0 0.007978
## 75 0 0 0 0.000000 0 0.007978
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.007977
## 80 0 0 0 0.000000 0 0.007977
## 81 0 0 0 0.000000 0 0.000000
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.007977
## 85 0 0 0 0.000000 0 0.007977
## 86 0 0 0 0.000000 0 0.007977
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.007976
## 91 0 0 0 0.000000 0 0.007976
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.007976
## 94 0 0 0 0.000000 0 0.007976
## 95 0 0 0 0.000000 0 0.000000
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.007975
## 99 0 0 0 0.000000 0 0.000000
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.007974
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.007974
## 109 0 0 0 0.000000 0 0.000000
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.007974
## 112 0 0 0 0.000000 0 0.007974
## 113 0 0 0 0.000000 0 0.007974
## 114 0 0 0 0.000000 0 0.007974
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.007973
## 120 0 0 0 0.000000 0 0.007973
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.007973
## 128 0 0 0 0.000000 0 0.007973
## 129 0 0 0 0.000000 0 0.007973
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.007973
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.007973
## 141 0 0 0 0.000000 0 0.000000
## 142 0 0 0 0.000000 0 0.007973
## 143 0 0 0 0.000000 0 0.007972
## 144 0 0 0 0.000000 0 0.000000
## 145 0 0 0 0.000000 0 0.007972
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.007972
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0.760712 0.00000 0.000000 0 0.000000 5.470583
## 2 0.000000 0.603669 0.00000 0.000000 0 0.000000 5.451380
## 3 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.431935
## 4 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.412826
## 5 0.012047 0.820613 0.00000 0.000000 0 0.000000 5.393673
## 6 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.374806
## 7 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.356105
## 8 0.012047 1.223415 0.00000 0.000000 0 0.000000 5.337298
## 9 0.000000 0.870977 0.00000 0.000000 0 0.000000 5.318892
## 10 0.000000 0.672712 0.00000 0.000000 0 0.000000 5.300359
## 11 0.000000 0.545118 0.00000 0.000000 0 0.000000 5.282005
## 12 0.000000 0.455702 0.00000 0.000000 0 0.000000 5.263345
## 13 0.000000 0.389736 0.00000 0.000000 0 0.000000 5.245229
## 14 0.000000 0.339192 0.00000 0.000000 0 0.000000 5.226620
## 15 0.000000 0.299318 0.00000 0.000000 0 0.000000 5.208143
## 16 0.000000 0.267122 0.00000 0.000000 0 0.000000 5.189640
## 17 0.000000 0.240628 0.00000 0.000000 0 0.000000 5.171364
## 18 0.000000 0.218480 0.00000 0.000000 0 0.000000 5.152864
## 19 0.000000 0.199716 0.00000 0.000000 0 0.000000 5.134881
## 20 0.000000 0.183635 0.00000 0.000000 0 0.000000 5.116464
## 21 0.000000 0.169717 0.00000 0.000000 0 0.000000 5.098314
## 22 0.000000 0.157564 0.00000 0.000000 0 0.000000 5.080331
## 23 0.000000 0.000000 0.00000 1.139397 0 0.000000 5.061964
## 24 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.044090
## 25 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.025776
## 26 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.008831
## 27 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.992288
## 28 0.012047 0.816198 0.00000 0.000000 0 0.000000 4.976205
## 29 0.000000 0.639795 0.00000 0.000000 0 0.000000 4.960303
## 30 0.000000 0.522716 0.00000 0.000000 0 0.000000 4.944333
## 31 0.000000 0.000000 0.00000 1.109399 0 0.000000 4.928246
## 32 0.012047 0.569486 0.00000 0.000000 0 0.000000 4.912708
## 33 0.000000 0.473329 0.00000 0.000000 0 0.000000 4.896770
## 34 0.000000 0.403067 0.00000 0.000000 0 0.000000 4.881144
## 35 0.000000 0.349618 0.00000 0.000000 0 0.000000 4.865627
## 36 0.000000 0.307689 0.00000 0.000000 0 0.000000 4.849993
## 37 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.834668
## 38 0.012047 4.696114 0.00000 0.000000 0 0.000000 4.819065
## 39 0.000000 1.526616 0.00000 0.000000 0 0.000000 4.803953
## 40 0.000000 1.016842 0.00000 0.000000 0 0.000000 4.788773
## 41 0.000000 0.759940 0.00000 0.000000 0 0.000000 4.774027
## 42 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.759340
## 43 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.744628
## 44 0.012047 0.813849 0.00000 0.000000 0 0.000000 4.730233
## 45 0.000000 0.638398 0.00000 0.000000 0 0.000000 4.716104
## 46 0.000000 0.521818 0.00000 0.000000 0 0.000000 4.701892
## 47 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.687969
## 48 0.012047 0.205328 0.00000 0.000000 0 0.000002 4.674008
## 49 0.000000 0.000000 14.68653 2.082877 0 0.000042 4.660024
## 50 0.000000 0.000000 0.00000 27.464308 0 0.000316 4.647045
## 51 0.012047 0.378433 0.00000 0.000000 0 0.002717 4.635179
## 52 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.623120
## 53 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.611367
## 54 0.012047 0.433084 0.00000 0.000000 0 0.003365 4.600286
## 55 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.589406
## 56 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.582315
## 57 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.581111
## 58 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.583023
## 59 0.012047 0.295369 0.00000 0.000000 0 0.008076 4.585771
## 60 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.590212
## 61 0.012047 0.509186 0.00000 0.000000 0 0.018364 4.594141
## 62 0.000000 0.320340 0.00000 0.000000 0 0.011263 4.598669
## 63 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.603341
## 64 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.607196
## 65 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.611692
## 66 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.616688
## 67 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.622107
## 68 0.012047 0.417863 0.00000 0.000000 0 0.016170 4.627965
## 69 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.634026
## 70 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.640291
## 71 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.646234
## 72 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.652592
## 73 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.659075
## 74 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.669335
## 75 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.682374
## 76 0.012047 0.319222 0.00000 0.000000 0 0.011038 4.697000
## 77 0.000000 0.585161 0.00000 0.000000 0 0.023345 4.712112
## 78 0.000000 0.681031 0.00000 0.000000 0 0.029691 4.727457
## 79 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.742794
## 80 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.757920
## 81 0.012047 0.303104 0.00000 0.000000 0 0.003333 4.773379
## 82 0.000000 0.199413 0.00000 0.000000 0 0.000008 4.790059
## 83 0.000000 0.531223 0.00000 0.000000 0 0.013657 4.805585
## 84 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.821478
## 85 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.837821
## 86 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.854883
## 87 0.012047 0.369499 0.00000 0.000000 0 0.004489 4.872488
## 88 0.000000 0.312286 0.00000 0.000000 0 0.000013 4.890496
## 89 0.000000 0.683060 0.00000 0.000000 0 0.025911 4.908859
## 90 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.926226
## 91 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.943803
## 92 0.012047 0.613762 0.00000 0.000000 0 0.034682 4.961428
## 93 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.979159
## 94 0.000000 0.000000 0.00000 0.000000 0 0.000000 4.996936
## 95 0.012047 0.102795 0.00000 0.000000 0 0.000004 5.014499
## 96 0.000000 0.386107 0.00000 0.000000 0 0.005884 5.032045
## 97 0.000000 0.469490 0.00000 0.000000 0 0.014084 5.049368
## 98 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.066422
## 99 0.012047 0.262093 0.00000 0.000000 0 0.008891 5.083073
## 100 0.000000 0.265724 0.00000 0.000000 0 0.006465 5.100843
## 101 0.000000 0.415094 0.00000 0.000000 0 0.015763 5.117662
## 102 0.000000 0.612538 0.00000 0.000000 0 0.033623 5.134639
## 103 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.151453
## 104 0.012047 0.385782 0.00000 0.000000 0 0.025646 5.168346
## 105 0.000000 0.699057 0.00000 0.000000 0 0.042971 5.185324
## 106 0.000000 0.826612 0.00000 0.000000 0 0.057428 5.201880
## 107 0.000000 0.762684 0.00000 0.000000 0 0.056869 5.217958
## 108 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.233624
## 109 0.012047 0.352054 0.00000 0.000000 0 0.021998 5.249135
## 110 0.000000 0.727306 0.00000 0.000000 0 0.042064 5.264171
## 111 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.278883
## 112 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.292985
## 113 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.306648
## 114 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.321490
## 115 0.012047 0.634878 0.00000 0.000000 0 0.039494 5.335428
## 116 0.000000 0.690974 0.00000 0.000000 0 0.041879 5.349188
## 117 0.000000 0.773961 0.00000 0.000000 0 0.054375 5.361010
## 118 0.000000 0.725062 0.00000 0.000000 0 0.054030 5.374228
## 119 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.385450
## 120 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.397659
## 121 0.012047 0.216700 0.00000 0.000000 0 0.001532 5.411694
## 122 0.000000 0.770988 0.00000 0.000000 0 0.047759 5.424137
## 123 0.000000 0.601532 0.00000 0.000000 0 0.070890 5.437495
## 124 0.000000 0.370637 0.00000 0.000000 0 0.025110 5.449830
## 125 0.000000 0.424118 0.00000 0.000000 0 0.048175 5.461680
## 126 0.000000 0.359574 0.00000 0.000000 0 0.044947 5.473043
## 127 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.484064
## 128 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.498534
## 129 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.517029
## 130 0.012047 0.423605 0.00000 0.000000 0 0.031760 5.537123
## 131 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.557816
## 132 0.012047 0.632381 0.00000 0.000000 0 0.046449 5.579599
## 133 0.000000 0.763746 0.00000 0.000000 0 0.056206 5.602038
## 134 0.000000 0.680863 0.00000 0.000000 0 0.047609 5.624075
## 135 0.000000 0.855913 0.00000 0.000000 0 0.061649 5.645251
## 136 0.000000 0.909441 0.00000 0.000000 0 0.065844 5.666437
## 137 0.000000 0.869368 0.00000 0.000000 0 0.062754 5.686749
## 138 0.000000 0.686614 0.00000 0.000000 0 0.056901 5.705250
## 139 0.000000 0.544561 0.00000 0.000000 0 0.055515 5.723298
## 140 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.740614
## 141 0.012047 0.487927 0.00000 0.000000 0 0.040169 5.756558
## 142 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.771627
## 143 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.785599
## 144 0.012047 0.673788 0.00000 0.000000 0 0.053199 5.798658
## 145 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.810594
## 146 0.012047 0.789406 0.00000 0.000000 0 0.054137 5.822052
## 147 0.000000 0.739922 0.00000 0.000000 0 0.050305 5.832588
## 148 0.000000 0.788159 0.00000 0.000000 0 0.050770 5.841522
## 149 0.000000 0.749836 0.00000 0.000000 0 0.048693 5.850548
## 150 0.000000 0.000000 0.00000 0.000000 0 0.000000 5.857939
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 8.578319 -0.009201 0.258444 111.1573 0.000000 0 100
## 2 8.546185 -0.010919 0.245959 111.1573 0.000000 0 100
## 3 8.513432 -0.011671 0.413731 111.1573 0.012047 1 100
## 4 8.483600 -0.011767 0.279620 111.1573 0.012047 1 100
## 5 8.456585 -0.011476 0.262649 111.1573 0.000000 0 100
## 6 8.430270 -0.011523 0.345122 111.1573 0.012047 1 100
## 7 8.405028 -0.011906 0.309755 111.1573 0.012047 1 100
## 8 8.381527 -0.010691 0.283980 111.1573 0.000000 0 100
## 9 8.357943 -0.007570 0.265834 111.1573 0.000000 0 100
## 10 8.332864 -0.008255 0.251922 111.1573 0.000000 0 100
## 11 8.307752 -0.008663 0.240649 111.1573 0.000000 0 100
## 12 8.283323 -0.008207 0.231225 111.1573 0.000000 0 100
## 13 8.256709 -0.008490 0.223165 111.1573 0.000000 0 100
## 14 8.230086 -0.008374 0.216150 111.1573 0.000000 0 100
## 15 8.203455 -0.007243 0.209961 111.1573 0.000000 0 100
## 16 8.174698 -0.006138 0.204436 111.1573 0.000000 0 100
## 17 8.148074 -0.006128 0.199460 111.1573 0.000000 0 100
## 18 8.119348 -0.006491 0.194942 111.1573 0.000000 0 100
## 19 8.091353 -0.006146 0.190812 111.1573 0.000000 0 100
## 20 8.063385 -0.006102 0.187015 111.1573 0.000000 0 100
## 21 8.034051 -0.006239 0.183505 111.1573 0.000000 0 100
## 22 8.005450 -0.006481 0.180247 111.1573 0.000000 0 100
## 23 7.976196 -0.007345 0.197056 111.1573 0.012047 1 100
## 24 7.947683 -0.010130 0.207046 111.1573 0.012047 1 100
## 25 7.917833 -0.010376 0.314431 111.1573 0.012047 1 100
## 26 7.893708 -0.011944 0.279620 111.1573 0.012047 1 100
## 27 7.878343 -0.010932 0.279620 111.1573 0.012047 1 100
## 28 7.864549 -0.007204 0.262741 111.1573 0.000000 0 100
## 29 7.849886 -0.006771 0.249509 111.1573 0.000000 0 100
## 30 7.834381 -0.007148 0.238699 111.1573 0.000000 0 100
## 31 7.818052 -0.007953 0.255061 111.1573 0.012047 1 100
## 32 7.800907 -0.006510 0.243284 111.1573 0.000000 0 100
## 33 7.782960 -0.006614 0.233495 111.1573 0.000000 0 100
## 34 7.764222 -0.007958 0.225160 111.1573 0.000000 0 100
## 35 7.745386 -0.008785 0.217930 111.1573 0.000000 0 100
## 36 7.725789 -0.010071 0.211567 111.1573 0.000000 0 100
## 37 7.705465 -0.010304 0.437712 111.1573 0.012047 1 100
## 38 7.684453 -0.009950 0.328362 111.1573 0.000000 0 100
## 39 7.664052 -0.008702 0.295954 111.1573 0.000000 0 100
## 40 7.642916 -0.008912 0.274718 111.1573 0.000000 0 100
## 41 7.620389 -0.009064 0.259002 111.1573 0.000000 0 100
## 42 7.598531 -0.009588 0.443038 111.1573 0.012047 1 100
## 43 7.579154 -0.010943 0.279620 111.1573 0.012047 1 100
## 44 7.561476 -0.009947 0.262789 111.1573 0.000000 0 100
## 45 7.545006 -0.007943 0.249587 111.1573 0.000000 0 100
## 46 7.525760 -0.008530 0.238795 111.1573 0.000000 0 100
## 47 7.507082 -0.002935 0.281876 111.1573 0.012047 1 100
## 48 7.486340 -0.007419 0.277507 111.1573 0.000000 0 100
## 49 7.467509 -0.006625 0.308048 111.1573 0.012047 1 100
## 50 7.450586 -0.005376 0.279620 111.1573 0.012047 1 100
## 51 7.438125 -0.003169 0.271738 111.1573 0.000000 0 100
## 52 7.426439 -0.002667 0.323515 111.1573 0.012047 1 100
## 53 7.419071 -0.001183 0.279620 111.1573 0.012047 1 100
## 54 7.414967 -0.002419 0.270594 111.1573 0.000000 0 100
## 55 7.407935 0.014275 0.431398 111.1573 0.012047 1 100
## 56 7.416426 0.020286 0.279620 111.1573 0.012047 1 100
## 57 7.448201 0.026724 0.279620 111.1573 0.012047 1 100
## 58 7.485528 0.030512 0.408418 111.1573 0.012047 1 100
## 59 7.519665 0.019534 0.391458 111.1573 0.000000 0 100
## 60 7.549654 0.030329 0.441028 111.1573 0.012047 1 100
## 61 7.578289 0.043420 0.409350 111.1573 0.000000 0 100
## 62 7.603675 0.038663 0.391645 111.1573 0.000000 0 100
## 63 7.625966 0.027866 0.445129 111.1573 0.012047 1 100
## 64 7.648043 0.028268 0.442291 111.1573 0.012047 1 100
## 65 7.669894 0.029590 0.443123 111.1573 0.012047 1 100
## 66 7.694969 0.035912 0.279620 111.1573 0.012047 1 100
## 67 7.722297 0.042990 0.386875 111.1573 0.012047 1 100
## 68 7.746898 0.043928 0.371854 111.1573 0.000000 0 100
## 69 7.767653 0.043894 0.375171 111.1573 0.012047 1 100
## 70 7.786020 0.043705 0.389786 111.1573 0.012047 1 100
## 71 7.804298 0.057603 0.435142 111.1573 0.012047 1 100
## 72 7.821817 0.048435 0.433837 111.1573 0.012047 1 100
## 73 7.837194 0.044218 0.440741 111.1573 0.012047 1 100
## 74 7.864843 0.030364 0.279620 111.1573 0.012047 1 100
## 75 7.903573 0.044475 0.430539 111.1573 0.012047 1 100
## 76 7.940975 0.024297 0.406254 111.1573 0.000000 0 100
## 77 7.976748 0.037221 0.384237 111.1573 0.000000 0 100
## 78 8.007446 0.048715 0.364271 111.1573 0.000000 0 100
## 79 8.035185 0.040599 0.391103 111.1573 0.012047 1 100
## 80 8.062636 0.032382 0.383759 111.1573 0.012047 1 100
## 81 8.091796 0.011208 0.371663 111.1573 0.000000 0 100
## 82 8.117853 -0.006796 0.363259 111.1573 0.000000 0 100
## 83 8.138741 0.018647 0.348916 111.1573 0.000000 0 100
## 84 8.160949 0.026062 0.444176 111.1573 0.012047 1 100
## 85 8.185610 0.029647 0.279620 111.1573 0.012047 1 100
## 86 8.215813 0.014532 0.366719 111.1573 0.012047 1 100
## 87 8.242489 0.012073 0.355432 111.1573 0.000000 0 100
## 88 8.265188 -0.006596 0.346362 111.1573 0.000000 0 100
## 89 8.286891 0.034277 0.329914 111.1573 0.000000 0 100
## 90 8.302638 0.060549 0.384048 111.1573 0.012047 1 100
## 91 8.318323 0.080944 0.444671 111.1573 0.012047 1 100
## 92 8.333957 0.081226 0.409472 111.1573 0.000000 0 100
## 93 8.350735 0.054096 0.357336 111.1573 0.012047 1 100
## 94 8.367773 0.061660 0.370628 111.1573 0.012047 1 100
## 95 8.384480 -0.006679 0.364225 111.1573 0.000000 0 100
## 96 8.395166 0.013381 0.352825 111.1573 0.000000 0 100
## 97 8.405717 0.020026 0.340520 111.1573 0.000000 0 100
## 98 8.420029 0.022517 0.279620 111.1573 0.012047 1 100
## 99 8.439316 0.021748 0.274016 111.1573 0.000000 0 100
## 100 8.455289 0.016770 0.268388 111.1573 0.000000 0 100
## 101 8.468089 0.028941 0.259477 111.1573 0.000000 0 100
## 102 8.477795 0.076777 0.246114 111.1573 0.000000 0 100
## 103 8.489087 0.116927 0.396193 111.1573 0.012047 1 100
## 104 8.500336 0.081588 0.379967 111.1573 0.000000 0 100
## 105 8.509843 0.080394 0.359958 111.1573 0.000000 0 100
## 106 8.516261 0.061514 0.339108 111.1573 0.000000 0 100
## 107 8.521865 0.065526 0.320774 111.1573 0.000000 0 100
## 108 8.525229 0.063876 0.429218 111.1573 0.012047 1 100
## 109 8.528577 0.010170 0.404682 111.1573 0.000000 0 100
## 110 8.529708 0.008321 0.380013 111.1573 0.000000 0 100
## 111 8.535409 -0.008325 0.279620 111.1573 0.012047 1 100
## 112 8.543947 -0.008539 0.314864 111.1573 0.012047 1 100
## 113 8.551401 -0.037273 0.340353 111.1573 0.012047 1 100
## 114 8.555667 -0.031118 0.342887 111.1573 0.012047 1 100
## 115 8.559051 0.000856 0.327322 111.1573 0.000000 0 100
## 116 8.560898 -0.004982 0.311194 111.1573 0.000000 0 100
## 117 8.560512 0.028860 0.293513 111.1573 0.000000 0 100
## 118 8.559410 0.029383 0.277212 111.1573 0.000000 0 100
## 119 8.556868 0.026861 0.297854 111.1573 0.012047 1 100
## 120 8.562228 -0.013253 0.279620 111.1573 0.012047 1 100
## 121 8.571728 -0.093499 0.275107 111.1573 0.000000 0 100
## 122 8.580417 -0.038977 0.258175 111.1573 0.000000 0 100
## 123 8.586838 -0.005137 0.244269 111.1573 0.000000 0 100
## 124 8.591768 -0.054145 0.236085 111.1573 0.000000 0 100
## 125 8.595207 -0.065313 0.226318 111.1573 0.000000 0 100
## 126 8.597181 -0.077099 0.217952 111.1573 0.000000 0 100
## 127 8.604553 -0.125002 0.279620 111.1573 0.012047 1 100
## 128 8.623404 -0.143447 0.279620 111.1573 0.012047 1 100
## 129 8.648416 -0.147926 0.439735 111.1573 0.012047 1 100
## 130 8.670416 -0.166502 0.409772 111.1573 0.000000 0 100
## 131 8.695145 -0.257502 0.382486 111.1573 0.012047 1 100
## 132 8.718754 -0.293701 0.363381 111.1573 0.000000 0 100
## 133 8.740675 -0.424742 0.343545 111.1573 0.000000 0 100
## 134 8.760249 -0.709491 0.326851 111.1573 0.000000 0 100
## 135 8.777541 -1.511472 0.306963 111.1573 0.000000 0 100
## 136 8.792600 0.120897 0.286337 111.1573 0.000000 0 100
## 137 8.805466 0.119810 0.266914 111.1573 0.000000 0 100
## 138 8.816919 0.118485 0.251538 111.1573 0.000000 0 100
## 139 8.826241 0.114173 0.239128 111.1573 0.000000 0 100
## 140 8.834186 0.124681 0.261344 111.1573 0.012047 1 100
## 141 8.840764 0.122279 0.250423 111.1573 0.000000 0 100
## 142 8.846724 0.122705 0.280420 111.1573 0.012047 1 100
## 143 8.849786 0.122219 0.385891 111.1573 0.012047 1 100
## 144 8.852223 0.122561 0.365374 111.1573 0.000000 0 100
## 145 8.854049 0.119426 0.420021 111.1573 0.012047 1 100
## 146 8.854506 0.111808 0.390195 111.1573 0.000000 0 100
## 147 8.855084 0.109465 0.367804 111.1573 0.000000 0 100
## 148 8.853498 0.105259 0.347201 111.1573 0.000000 0 100
## 149 8.852024 0.104938 0.328897 111.1573 0.000000 0 100
## 150 8.856339 0.122690 0.279620 111.1573 0.012047 1 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 2 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 3 0.000000 0.032865 0 0 11.91 0.008578 0.00000
## 4 0.000000 0.032865 0 0 18.77 0.013532 0.00000
## 5 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 6 0.000000 0.032865 0 0 5.62 0.004043 0.00000
## 7 0.000000 0.032865 0 0 15.91 0.011471 0.00000
## 8 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 9 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 10 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 11 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 12 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 13 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 14 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 15 0.000000 0.032865 0 0 0.00 0.000000 0.00000
## 16 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 17 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 18 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 19 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 20 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 21 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 22 0.000000 0.032863 0 0 0.00 0.000000 0.00000
## 23 0.000000 0.032859 0 0 1.16 0.000813 0.00000
## 24 0.000000 0.032859 0 0 0.67 0.000483 0.00000
## 25 0.000000 0.032859 0 0 7.23 0.005213 0.00000
## 26 0.000000 0.032859 0 0 52.81 0.038074 0.00000
## 27 0.000000 0.032859 0 0 22.66 0.016337 0.00000
## 28 0.000000 0.032859 0 0 0.00 0.000000 0.00000
## 29 0.000000 0.032859 0 0 0.00 0.000000 0.00000
## 30 0.000000 0.032859 0 0 0.00 0.000000 0.00000
## 31 0.000000 0.032856 0 0 1.13 0.000791 0.00000
## 32 0.000000 0.032856 0 0 0.00 0.000000 0.00000
## 33 0.000000 0.032856 0 0 0.00 0.000000 0.00000
## 34 0.000000 0.032856 0 0 0.00 0.000000 0.00000
## 35 0.000000 0.032856 0 0 0.00 0.000000 0.00000
## 36 0.000000 0.032856 0 0 0.00 0.000000 0.00000
## 37 0.000000 0.032856 0 0 16.79 0.012096 0.00000
## 38 0.000000 0.032856 0 0 0.00 0.000000 0.00000
## 39 0.000000 0.032850 0 0 0.00 0.000000 0.00000
## 40 0.000000 0.032850 0 0 0.00 0.000000 0.00000
## 41 0.000000 0.032850 0 0 0.00 0.000000 0.00000
## 42 0.000000 0.032850 0 0 14.59 0.010510 0.00000
## 43 0.000000 0.032850 0 0 13.15 0.009481 0.00000
## 44 0.000000 0.032850 0 0 0.00 0.000000 0.00000
## 45 0.000000 0.032850 0 0 0.00 0.000000 0.00000
## 46 0.000000 0.032850 0 0 0.00 0.000000 0.00000
## 47 0.000000 0.032844 0 0 2.91 0.002089 146.80897
## 48 0.001870 0.032844 0 0 0.00 0.000000 0.00000
## 49 0.003223 0.032844 0 0 16.79 0.001493 0.00000
## 50 0.002888 0.032844 0 0 21.05 0.025744 0.00000
## 51 0.004188 0.032844 0 0 0.00 0.000000 0.00000
## 52 0.000000 0.032844 0 0 20.54 0.014794 103.26678
## 53 0.000000 0.032844 0 0 23.57 0.016987 69.05411
## 54 0.004937 0.032844 0 0 0.00 0.000000 0.00000
## 55 0.000000 0.032840 0 0 12.02 0.008652 569.99788
## 56 0.000000 0.032840 0 0 92.62 0.066770 223.64091
## 57 0.000000 0.032840 0 0 42.59 0.030700 15.34072
## 58 0.000000 0.032840 0 0 9.19 0.006620 20.33902
## 59 0.010358 0.032840 0 0 0.00 0.000000 0.00000
## 60 0.000000 0.032840 0 0 5.54 0.003980 237.69562
## 61 0.022162 0.032840 0 0 0.00 0.000000 0.00000
## 62 0.013224 0.032840 0 0 0.00 0.000000 0.00000
## 63 0.000000 0.032833 0 0 6.79 0.004881 221.26819
## 64 0.000000 0.032833 0 0 5.19 0.003736 781.52997
## 65 0.000000 0.032833 0 0 3.17 0.002280 321.12515
## 66 0.000000 0.032833 0 0 13.39 0.009648 56.61453
## 67 0.000000 0.032833 0 0 7.48 0.005387 58.99386
## 68 0.020353 0.032833 0 0 0.00 0.000000 0.00000
## 69 0.000000 0.032833 0 0 0.59 0.000411 296.46830
## 70 0.000000 0.032833 0 0 1.46 0.001047 219.77098
## 71 0.000000 0.032828 0 0 9.11 0.006562 38.06074
## 72 0.000000 0.032828 0 0 2.00 0.001436 240.42381
## 73 0.000000 0.032828 0 0 6.00 0.004320 1415.50026
## 74 0.000000 0.032828 0 0 47.89 0.034521 384.13568
## 75 0.000000 0.032828 0 0 16.62 0.011977 532.46263
## 76 0.015905 0.032828 0 0 0.00 0.000000 0.00000
## 77 0.031133 0.032828 0 0 0.00 0.000000 0.00000
## 78 0.038065 0.032828 0 0 0.00 0.000000 0.00000
## 79 0.000000 0.032824 0 0 2.26 0.001615 1961.96516
## 80 0.000000 0.032824 0 0 11.41 0.008220 1145.32331
## 81 0.013565 0.032824 0 0 0.00 0.000000 0.00000
## 82 0.008046 0.032824 0 0 0.00 0.000000 0.00000
## 83 0.025178 0.032824 0 0 0.00 0.000000 0.00000
## 84 0.000000 0.032824 0 0 8.98 0.006460 2082.15303
## 85 0.000000 0.032824 0 0 17.41 0.012546 202.78745
## 86 0.000000 0.032824 0 0 6.00 0.004320 48.36418
## 87 0.016764 0.032820 0 0 0.00 0.000000 0.00000
## 88 0.013246 0.032820 0 0 0.00 0.000000 0.00000
## 89 0.035767 0.032820 0 0 0.00 0.000000 0.00000
## 90 0.000000 0.032820 0 0 3.95 0.002833 3537.17260
## 91 0.000000 0.032820 0 0 7.98 0.005748 2582.59992
## 92 0.041757 0.032820 0 0 0.00 0.000000 0.00000
## 93 0.000000 0.032820 0 0 11.02 0.007931 325.58569
## 94 0.000000 0.032820 0 0 1.17 0.000838 1399.22801
## 95 0.003971 0.032816 0 0 0.00 0.000000 0.00000
## 96 0.017858 0.032816 0 0 0.00 0.000000 0.00000
## 97 0.022881 0.032816 0 0 0.00 0.000000 0.00000
## 98 0.000000 0.032816 0 0 21.55 0.015522 1152.96764
## 99 0.013076 0.032816 0 0 0.00 0.000000 0.00000
## 100 0.012718 0.032816 0 0 0.00 0.000000 0.00000
## 101 0.021704 0.032816 0 0 0.00 0.000000 0.00000
## 102 0.040245 0.032816 0 0 0.00 0.000000 0.00000
## 103 0.000000 0.032813 0 0 20.50 0.014765 910.14868
## 104 0.030445 0.032813 0 0 0.00 0.000000 0.00000
## 105 0.053537 0.032813 0 0 0.00 0.000000 0.00000
## 106 0.070997 0.032813 0 0 0.00 0.000000 0.00000
## 107 0.072738 0.032813 0 0 0.00 0.000000 0.00000
## 108 0.000000 0.032813 0 0 8.44 0.006071 3894.03328
## 109 0.026766 0.032813 0 0 0.00 0.000000 0.00000
## 110 0.053818 0.032813 0 0 0.00 0.000000 0.00000
## 111 0.000000 0.032811 0 0 17.21 0.012393 3656.22255
## 112 0.000000 0.032811 0 0 2.40 0.001725 1670.30602
## 113 0.000000 0.032811 0 0 1.81 0.001299 3289.32773
## 114 0.000000 0.032811 0 0 0.31 0.000218 2732.05946
## 115 0.048828 0.032811 0 0 0.00 0.000000 0.00000
## 116 0.052483 0.032811 0 0 0.00 0.000000 0.00000
## 117 0.066366 0.032811 0 0 0.00 0.000000 0.00000
## 118 0.066309 0.032811 0 0 0.00 0.000000 0.00000
## 119 0.000000 0.032809 0 0 1.42 0.001009 3849.54550
## 120 0.000000 0.032809 0 0 38.23 0.027557 483.80272
## 121 0.012529 0.032809 0 0 0.00 0.000000 0.00000
## 122 0.060719 0.032809 0 0 0.00 0.000000 0.00000
## 123 0.096899 0.032809 0 0 0.00 0.000000 0.00000
## 124 0.029615 0.032809 0 0 0.00 0.000000 0.00000
## 125 0.060417 0.032809 0 0 0.00 0.000000 0.00000
## 126 0.055362 0.032809 0 0 0.00 0.000000 0.00000
## 127 0.000000 0.032807 0 0 35.09 0.025284 303.34418
## 128 0.000000 0.032807 0 0 38.62 0.027838 97.41925
## 129 0.000000 0.032807 0 0 12.54 0.009035 774.11513
## 130 0.036468 0.032807 0 0 0.00 0.000000 0.00000
## 131 0.000000 0.032807 0 0 10.36 0.007455 506.54189
## 132 0.055044 0.032807 0 0 0.00 0.000000 0.00000
## 133 0.068870 0.032807 0 0 0.00 0.000000 0.00000
## 134 0.057115 0.032807 0 0 0.00 0.000000 0.00000
## 135 0.077089 0.032806 0 0 0.00 0.000000 0.00000
## 136 0.089279 0.032806 0 0 0.00 0.000000 0.00000
## 137 0.090648 0.032806 0 0 0.00 0.000000 0.00000
## 138 0.085357 0.032806 0 0 0.00 0.000000 0.00000
## 139 0.090654 0.032806 0 0 0.00 0.000000 0.00000
## 140 0.000000 0.032806 0 0 1.51 0.001074 2215.03516
## 141 0.047317 0.032806 0 0 0.00 0.000000 0.00000
## 142 0.000000 0.032806 0 0 2.04 0.001456 3265.77455
## 143 0.000000 0.032804 0 0 7.36 0.005301 4935.71230
## 144 0.070254 0.032804 0 0 0.00 0.000000 0.00000
## 145 0.000000 0.032804 0 0 4.61 0.003309 6571.62252
## 146 0.091730 0.032804 0 0 0.00 0.000000 0.00000
## 147 0.088335 0.032804 0 0 0.00 0.000000 0.00000
## 148 0.095268 0.032804 0 0 0.00 0.000000 0.00000
## 149 0.091564 0.032804 0 0 0.00 0.000000 0.00000
## 150 0.000000 0.032804 0 0 32.76 0.023604 1354.22448
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 2 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 3 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 4 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 5 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 6 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 7 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 8 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 9 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 10 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 11 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 12 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 13 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 14 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 15 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 16 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 17 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 18 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 19 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 20 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 21 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 22 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 23 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 24 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 25 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 26 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 27 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 28 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 29 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 30 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 31 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 32 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 33 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 34 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 35 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 36 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 37 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 38 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 39 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 40 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 41 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 42 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 43 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 44 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 45 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 46 0.0000 0.000000 0.00000 0 0.00000 0.0000
## 47 559.7645 16.804470 68.97663 0 146.80897 559.7645
## 48 136.6233 2.754630 50.71113 0 24.06528 415.1204
## 49 0.0000 14.577098 70.28701 0 127.34997 571.3497
## 50 0.0000 9.254041 69.28481 0 80.84612 565.1136
## 51 186.5679 10.832681 70.34549 0 94.63760 573.2281
## 52 575.3005 11.820420 70.64298 0 103.26678 575.3005
## 53 552.4559 7.904269 67.68094 0 69.05411 552.4559
## 54 184.1805 14.981166 70.10987 0 130.88003 569.7452
## 55 1687.3670 65.162528 208.50363 0 569.99788 1687.3670
## 56 1634.7995 25.566774 200.34407 0 223.64091 1634.7995
## 57 614.4934 1.753761 74.95796 0 15.34072 614.4934
## 58 696.1305 2.325170 84.93130 0 20.33902 696.1305
## 59 394.0121 8.889523 146.35692 0 77.75956 1197.8243
## 60 1654.5096 27.173517 202.81706 0 237.69562 1654.5096
## 61 561.6564 36.609787 212.24351 0 320.23775 1728.4364
## 62 384.2989 8.292460 142.69185 0 72.53686 1167.9644
## 63 1598.2786 25.253959 195.83448 0 221.26819 1598.2786
## 64 1792.9901 89.198206 222.28445 0 781.52997 1792.9901
## 65 1744.9162 36.650913 214.18845 0 321.12515 1744.9162
## 66 991.0820 6.461575 121.04393 0 56.61453 991.0820
## 67 1007.7355 6.733134 123.08481 0 58.99386 1007.7355
## 68 527.1239 26.204458 197.81254 0 229.59620 1614.1793
## 69 1716.5727 33.836758 210.61479 0 296.46830 1716.5727
## 70 1595.3337 25.083078 195.46834 0 219.77098 1595.3337
## 71 1020.0859 4.337907 124.47970 0 38.06074 1020.0859
## 72 2187.6784 27.401886 267.70196 0 240.42381 2187.6784
## 73 3035.8872 161.329182 376.55431 0 1415.50026 3035.8872
## 74 2548.9922 43.781196 312.40155 0 384.13568 2548.9922
## 75 2751.9095 60.686502 337.82143 0 532.46263 2751.9095
## 76 802.3603 40.048002 300.91218 0 351.38068 2455.9613
## 77 857.9587 212.357154 345.52590 0 1863.21907 2764.0712
## 78 723.0163 266.706392 303.47978 0 2340.07862 2400.7198
## 79 3052.8668 223.344090 380.84557 0 1961.96516 3052.8668
## 80 3175.2733 130.380089 392.07987 0 1145.32331 3175.2733
## 81 921.6155 67.974002 348.39017 0 597.11732 2837.0098
## 82 672.5434 24.915192 250.89275 0 218.86740 2050.8803
## 83 835.1989 287.384817 346.29459 0 2524.53064 2748.5089
## 84 2999.3410 237.025908 374.86508 0 2082.15303 2999.3410
## 85 1992.2758 23.084701 243.67913 0 202.78745 1992.2758
## 86 1086.5464 5.505630 132.61707 0 48.36418 1086.5464
## 87 1062.0199 159.804360 411.80069 0 1405.24507 3329.2801
## 88 1042.2953 123.906258 399.83665 0 1089.57389 3242.3788
## 89 598.0640 457.865195 280.11348 0 4026.25316 2154.8796
## 90 2520.6672 402.246992 322.55525 0 3537.17260 2520.6672
## 91 3084.0407 293.693062 387.04581 0 2582.59992 3084.0407
## 92 1000.7413 255.997599 401.85511 0 2251.12359 3217.4243
## 93 2335.6518 37.025579 286.02237 0 325.58569 2335.6518
## 94 3328.4704 159.120101 411.67582 0 1399.22801 3328.4704
## 95 378.8647 6.964181 140.31857 0 61.29403 1149.4332
## 96 1099.6376 212.740397 431.74131 0 1872.39778 3478.3625
## 97 1025.4287 304.466894 416.09009 0 2679.71266 3321.9703
## 98 3331.6693 130.999298 410.83188 0 1152.96764 3331.6693
## 99 861.4311 54.085941 323.90703 0 476.02805 2641.7353
## 100 904.8781 63.391316 341.07965 0 557.92769 2779.8310
## 101 1103.0723 185.234419 429.50899 0 1630.30867 3468.4229
## 102 970.3337 344.830517 400.94433 0 3034.96610 3185.3754
## 103 3832.2296 103.331458 470.68662 0 910.14868 3832.2296
## 104 1328.5090 131.850482 505.21848 0 1161.34568 4107.1831
## 105 1101.3801 637.110282 484.05706 0 5611.69939 3783.9643
## 106 898.8380 724.794930 420.35007 0 6384.03018 3235.1821
## 107 1180.7029 571.409814 505.13229 0 5033.00637 3976.3704
## 108 4420.5577 442.099348 554.59302 0 3894.03328 4420.5577
## 109 1239.9410 105.973569 469.42579 0 933.42052 3821.1002
## 110 942.2671 703.189383 433.66366 0 6193.72744 3350.8387
## 111 4730.1488 414.827233 590.93764 0 3656.22255 4730.1488
## 112 4468.0753 189.509368 551.09088 0 1670.30602 4468.0753
## 113 4771.7420 373.200126 594.54385 0 3289.32773 4771.7420
## 114 4772.0229 309.973654 592.35759 0 2732.05946 4772.0229
## 115 1277.3720 595.940171 541.83776 0 5252.52375 4274.9952
## 116 1090.3359 716.440898 487.50821 0 6314.59838 3794.3924
## 117 1026.2023 753.227209 468.33333 0 6638.82719 3626.4254
## 118 1235.4495 625.250177 529.93721 0 5510.85757 4168.8820
## 119 4904.9867 436.514795 612.63412 0 3849.54550 4904.9867
## 120 3029.1786 54.860254 370.98473 0 483.80272 3029.1786
## 121 1118.5775 76.439422 420.64765 0 674.10552 3430.6834
## 122 727.4482 1007.808706 386.17229 0 8887.68380 2885.7304
## 123 587.9188 1077.629912 343.02867 0 9503.42446 2512.0151
## 124 1409.3150 165.146002 538.07224 0 1456.39290 4369.4126
## 125 813.9801 962.795823 412.72748 0 8490.72328 3116.3279
## 126 1091.2914 805.960493 496.35083 0 7107.62070 3846.7334
## 127 2491.0915 34.380803 304.69058 0 303.34418 2491.0915
## 128 1501.1252 11.041425 183.28117 0 97.41925 1501.1252
## 129 3597.8573 87.737630 441.33875 0 774.11513 3597.8573
## 130 1540.7132 245.632321 595.27649 0 2167.23082 4817.7396
## 131 3070.3472 57.411079 376.04488 0 506.54189 3070.3472
## 132 1429.1040 641.616968 599.75859 0 5661.03054 4745.5187
## 133 1104.2348 885.304463 508.23488 0 7811.10203 3927.3142
## 134 1259.4818 779.747594 553.22527 0 6879.76653 4325.6017
## 135 821.5469 1114.299251 428.90043 0 9834.28477 3217.1889
## 136 783.3412 1112.171584 414.59825 0 9815.50697 3100.3906
## 137 955.3897 1011.024511 466.42840 0 8922.83014 3553.2357
## 138 1242.1269 820.269404 550.28949 0 7239.31466 4293.3011
## 139 1226.2198 831.944196 545.76124 0 7342.35092 4252.9663
## 140 4812.1776 250.980329 594.66737 0 2215.03516 4812.1776
## 141 1586.1200 324.648618 620.59776 0 2865.19707 5004.9701
## 142 5062.6622 370.037092 629.13009 0 3265.77455 5062.6622
## 143 5136.4835 559.051717 644.05958 0 4935.71230 5136.4835
## 144 1463.3300 706.434197 617.39440 0 6236.91127 4878.2970
## 145 4786.7421 744.345828 607.47187 0 6571.62252 4786.7421
## 146 1263.7249 880.968303 563.41863 0 7777.82440 4388.7261
## 147 1401.2587 766.301988 601.23388 0 6765.46737 4729.6857
## 148 1295.4209 856.119039 572.30952 0 7558.43716 4468.3270
## 149 1392.2220 774.483277 598.82144 0 6837.69769 4707.7028
## 150 4277.7830 153.388503 526.23158 0 1354.22448 4277.7830
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 0.000000 0.00000 0.00000 0 0
## 2 0 0.000000 0.00000 0.00000 0 0
## 3 0 0.000000 0.00000 0.00000 0 0
## 4 0 0.000000 0.00000 0.00000 0 0
## 5 0 0.000000 0.00000 0.00000 0 0
## 6 0 0.000000 0.00000 0.00000 0 0
## 7 0 0.000000 0.00000 0.00000 0 0
## 8 0 0.000000 0.00000 0.00000 0 0
## 9 0 0.000000 0.00000 0.00000 0 0
## 10 0 0.000000 0.00000 0.00000 0 0
## 11 0 0.000000 0.00000 0.00000 0 0
## 12 0 0.000000 0.00000 0.00000 0 0
## 13 0 0.000000 0.00000 0.00000 0 0
## 14 0 0.000000 0.00000 0.00000 0 0
## 15 0 0.000000 0.00000 0.00000 0 0
## 16 0 0.000000 0.00000 0.00000 0 0
## 17 0 0.000000 0.00000 0.00000 0 0
## 18 0 0.000000 0.00000 0.00000 0 0
## 19 0 0.000000 0.00000 0.00000 0 0
## 20 0 0.000000 0.00000 0.00000 0 0
## 21 0 0.000000 0.00000 0.00000 0 0
## 22 0 0.000000 0.00000 0.00000 0 0
## 23 0 0.000000 0.00000 0.00000 0 0
## 24 0 0.000000 0.00000 0.00000 0 0
## 25 0 0.000000 0.00000 0.00000 0 0
## 26 0 0.000000 0.00000 0.00000 0 0
## 27 0 0.000000 0.00000 0.00000 0 0
## 28 0 0.000000 0.00000 0.00000 0 0
## 29 0 0.000000 0.00000 0.00000 0 0
## 30 0 0.000000 0.00000 0.00000 0 0
## 31 0 0.000000 0.00000 0.00000 0 0
## 32 0 0.000000 0.00000 0.00000 0 0
## 33 0 0.000000 0.00000 0.00000 0 0
## 34 0 0.000000 0.00000 0.00000 0 0
## 35 0 0.000000 0.00000 0.00000 0 0
## 36 0 0.000000 0.00000 0.00000 0 0
## 37 0 0.000000 0.00000 0.00000 0 0
## 38 0 0.000000 0.00000 0.00000 0 0
## 39 0 0.000000 0.00000 0.00000 0 0
## 40 0 0.000000 0.00000 0.00000 0 0
## 41 0 0.000000 0.00000 0.00000 0 0
## 42 0 0.000000 0.00000 0.00000 0 0
## 43 0 0.000000 0.00000 0.00000 0 0
## 44 0 0.000000 0.00000 0.00000 0 0
## 45 0 0.000000 0.00000 0.00000 0 0
## 46 0 0.000000 0.00000 0.00000 0 0
## 47 0 45.568650 0.00000 0.00000 0 0
## 48 0 42.001510 0.00000 0.00000 0 0
## 49 0 6.583203 19.10250 85.70246 0 0
## 50 0 -18.207065 12.12692 84.76704 0 0
## 51 0 55.970820 0.00000 0.00000 0 0
## 52 0 43.743942 0.00000 0.00000 0 0
## 53 0 38.945178 0.00000 0.00000 0 0
## 54 0 56.822860 0.00000 0.00000 0 0
## 55 0 185.797424 0.00000 0.00000 0 0
## 56 0 154.962913 0.00000 0.00000 0 0
## 57 0 40.832019 0.00000 0.00000 0 0
## 58 0 49.116792 0.00000 0.00000 0 0
## 59 0 101.607386 0.00000 0.00000 0 0
## 60 0 157.967180 0.00000 0.00000 0 0
## 61 0 145.751085 0.00000 0.00000 0 0
## 62 0 90.557297 0.00000 0.00000 0 0
## 63 0 150.500899 0.00000 0.00000 0 0
## 64 0 209.072400 0.00000 0.00000 0 0
## 65 0 171.771034 0.00000 0.00000 0 0
## 66 0 80.150704 0.00000 0.00000 0 0
## 67 0 81.975430 0.00000 0.00000 0 0
## 68 0 132.635705 0.00000 0.00000 0 0
## 69 0 167.391656 0.00000 0.00000 0 0
## 70 0 150.218827 0.00000 0.00000 0 0
## 71 0 81.496225 0.00000 0.00000 0 0
## 72 0 208.073131 0.00000 0.00000 0 0
## 73 0 369.787259 0.00000 0.00000 0 0
## 74 0 252.695701 0.00000 0.00000 0 0
## 75 0 282.425638 0.00000 0.00000 0 0
## 76 0 233.842774 0.00000 0.00000 0 0
## 77 0 335.718227 0.00000 0.00000 0 0
## 78 0 317.315859 0.00000 0.00000 0 0
## 79 0 403.088933 0.00000 0.00000 0 0
## 80 0 361.730429 0.00000 0.00000 0 0
## 81 0 304.827698 0.00000 0.00000 0 0
## 82 0 212.503823 0.00000 0.00000 0 0
## 83 0 396.043618 0.00000 0.00000 0 0
## 84 0 405.684733 0.00000 0.00000 0 0
## 85 0 185.991811 0.00000 0.00000 0 0
## 86 0 88.303275 0.00000 0.00000 0 0
## 87 0 398.712302 0.00000 0.00000 0 0
## 88 0 381.700779 0.00000 0.00000 0 0
## 89 0 396.325485 0.00000 0.00000 0 0
## 90 0 445.649049 0.00000 0.00000 0 0
## 91 0 440.344876 0.00000 0.00000 0 0
## 92 0 366.631209 0.00000 0.00000 0 0
## 93 0 226.453977 0.00000 0.00000 0 0
## 94 0 389.739264 0.00000 0.00000 0 0
## 95 0 114.807598 0.00000 0.00000 0 0
## 96 0 434.892167 0.00000 0.00000 0 0
## 97 0 448.250062 0.00000 0.00000 0 0
## 98 0 371.994011 0.00000 0.00000 0 0
## 99 0 262.041253 0.00000 0.00000 0 0
## 100 0 286.366008 0.00000 0.00000 0 0
## 101 0 394.778605 0.00000 0.00000 0 0
## 102 0 408.617134 0.00000 0.00000 0 0
## 103 0 404.110792 0.00000 0.00000 0 0
## 104 0 401.615666 0.00000 0.00000 0 0
## 105 0 588.455695 0.00000 0.00000 0 0
## 106 0 545.425003 0.00000 0.00000 0 0
## 107 0 539.588562 0.00000 0.00000 0 0
## 108 0 636.017151 0.00000 0.00000 0 0
## 109 0 369.570646 0.00000 0.00000 0 0
## 110 0 582.875075 0.00000 0.00000 0 0
## 111 0 645.724352 0.00000 0.00000 0 0
## 112 0 507.239894 0.00000 0.00000 0 0
## 113 0 628.772824 0.00000 0.00000 0 0
## 114 0 597.075327 0.00000 0.00000 0 0
## 115 0 614.688270 0.00000 0.00000 0 0
## 116 0 622.829246 0.00000 0.00000 0 0
## 117 0 594.612227 0.00000 0.00000 0 0
## 118 0 583.833909 0.00000 0.00000 0 0
## 119 0 668.187439 0.00000 0.00000 0 0
## 120 0 299.905387 0.00000 0.00000 0 0
## 121 0 365.166516 0.00000 0.00000 0 0
## 122 0 654.136932 0.00000 0.00000 0 0
## 123 0 596.147865 0.00000 0.00000 0 0
## 124 0 441.008715 0.00000 0.00000 0 0
## 125 0 653.410195 0.00000 0.00000 0 0
## 126 0 655.223101 0.00000 0.00000 0 0
## 127 0 237.425011 0.00000 0.00000 0 0
## 128 0 130.593990 0.00000 0.00000 0 0
## 129 0 369.989392 0.00000 0.00000 0 0
## 130 0 504.755376 0.00000 0.00000 0 0
## 131 0 304.458868 0.00000 0.00000 0 0
## 132 0 651.180908 0.00000 0.00000 0 0
## 133 0 664.895310 0.00000 0.00000 0 0
## 134 0 673.772161 0.00000 0.00000 0 0
## 135 0 685.389870 0.00000 0.00000 0 0
## 136 0 663.167847 0.00000 0.00000 0 0
## 137 0 666.972254 0.00000 0.00000 0 0
## 138 0 662.880731 0.00000 0.00000 0 0
## 139 0 668.036561 0.00000 0.00000 0 0
## 140 0 564.028823 0.00000 0.00000 0 0
## 141 0 538.149983 0.00000 0.00000 0 0
## 142 0 644.445493 0.00000 0.00000 0 0
## 143 0 736.183734 0.00000 0.00000 0 0
## 144 0 668.567432 0.00000 0.00000 0 0
## 145 0 788.443710 0.00000 0.00000 0 0
## 146 0 700.373984 0.00000 0.00000 0 0
## 147 0 689.561474 0.00000 0.00000 0 0
## 148 0 704.905303 0.00000 0.00000 0 0
## 149 0 695.250917 0.00000 0.00000 0 0
## 150 0 465.011826 0.00000 0.00000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.457002 1 1 4.629499 0 1
## 2 0 0.457002 1 1 4.629499 0 1
## 3 0 0.457002 1 1 4.629499 0 1
## 4 0 0.457002 1 1 4.629499 0 1
## 5 0 0.457002 1 1 4.629499 0 1
## 6 0 0.457002 1 1 4.629499 0 1
## 7 0 0.457002 1 1 4.629499 0 1
## 8 0 0.457002 1 1 4.629499 0 1
## 9 0 0.457002 1 1 4.629499 0 1
## 10 0 0.457002 1 1 4.629499 0 1
## 11 0 0.457002 1 1 4.629499 0 1
## 12 0 0.457002 1 1 4.629499 0 1
## 13 0 0.457002 1 1 4.629499 0 1
## 14 0 0.457002 1 1 4.629499 0 1
## 15 0 0.457002 1 1 4.629499 0 1
## 16 0 0.457002 1 1 4.629499 0 1
## 17 0 0.457002 1 1 4.629499 0 1
## 18 0 0.457002 1 1 4.629499 0 1
## 19 0 0.457002 1 1 4.629499 0 1
## 20 0 0.457002 1 1 4.629499 0 1
## 21 0 0.457002 1 1 4.629499 0 1
## 22 0 0.457002 1 1 4.629499 0 1
## 23 0 0.000000 1 1 0.100000 0 1
## 24 0 0.457002 1 1 4.629499 0 1
## 25 0 0.457002 1 1 4.629499 0 1
## 26 0 0.457002 1 1 4.629499 0 1
## 27 0 0.457002 1 1 4.629499 0 1
## 28 0 0.457002 1 1 4.629499 0 1
## 29 0 0.457002 1 1 4.629499 0 1
## 30 0 0.457002 1 1 4.629499 0 1
## 31 0 0.000000 1 1 0.100000 0 1
## 32 0 0.457002 1 1 4.629499 0 1
## 33 0 0.457002 1 1 4.629499 0 1
## 34 0 0.457002 1 1 4.629499 0 1
## 35 0 0.457002 1 1 4.629499 0 1
## 36 0 0.457002 1 1 4.629499 0 1
## 37 0 0.457002 1 1 4.629499 0 1
## 38 0 0.457002 1 1 4.629499 0 1
## 39 0 0.457002 1 1 4.629499 0 1
## 40 0 0.457002 1 1 4.629499 0 1
## 41 0 0.457002 1 1 4.629499 0 1
## 42 0 0.457002 1 1 4.629499 0 1
## 43 0 0.457002 1 1 4.629499 0 1
## 44 0 0.457002 1 1 4.629499 0 1
## 45 0 0.457002 1 1 4.629499 0 1
## 46 0 0.457002 1 1 4.629499 0 1
## 47 0 0.457002 1 1 4.629499 0 1
## 48 0 0.457002 1 1 4.629499 0 1
## 49 0 0.000000 1 1 0.100000 0 1
## 50 0 0.000000 1 1 0.100000 0 1
## 51 0 0.457002 1 1 4.629499 0 1
## 52 0 0.457002 1 1 4.629499 0 1
## 53 0 0.457002 1 1 4.629499 0 1
## 54 0 0.457002 1 1 4.629499 0 1
## 55 0 0.457002 1 1 4.629499 0 1
## 56 0 0.457002 1 1 4.629499 0 1
## 57 0 0.457002 1 1 4.629499 0 1
## 58 0 0.457002 1 1 4.629499 0 1
## 59 0 0.457002 1 1 4.629499 0 1
## 60 0 0.457002 1 1 4.629499 0 1
## 61 0 0.457002 1 1 4.629499 0 1
## 62 0 0.457002 1 1 4.629499 0 1
## 63 0 0.457002 1 1 4.629499 0 1
## 64 0 0.457002 1 1 4.629499 0 1
## 65 0 0.457002 1 1 4.629499 0 1
## 66 0 0.457002 1 1 4.629499 0 1
## 67 0 0.457002 1 1 4.629499 0 1
## 68 0 0.457002 1 1 4.629499 0 1
## 69 0 0.457002 1 1 4.629499 0 1
## 70 0 0.457002 1 1 4.629499 0 1
## 71 0 0.457002 1 1 4.629499 0 1
## 72 0 0.457002 1 1 4.629499 0 1
## 73 0 0.457002 1 1 4.629499 0 1
## 74 0 0.457002 1 1 4.629499 0 1
## 75 0 0.457002 1 1 4.629499 0 1
## 76 0 0.457002 1 1 4.629499 0 1
## 77 0 0.457002 1 1 4.629499 0 1
## 78 0 0.457002 1 1 4.629499 0 1
## 79 0 0.457002 1 1 4.629499 0 1
## 80 0 0.457002 1 1 4.629499 0 1
## 81 0 0.457002 1 1 4.629499 0 1
## 82 0 0.457002 1 1 4.629499 0 1
## 83 0 0.457002 1 1 4.629499 0 1
## 84 0 0.457002 1 1 4.629499 0 1
## 85 0 0.457002 1 1 4.629499 0 1
## 86 0 0.457002 1 1 4.629499 0 1
## 87 0 0.457002 1 1 4.629499 0 1
## 88 0 0.457002 1 1 4.629499 0 1
## 89 0 0.457002 1 1 4.629499 0 1
## 90 0 0.457002 1 1 4.629499 0 1
## 91 0 0.457002 1 1 4.629499 0 1
## 92 0 0.457002 1 1 4.629499 0 1
## 93 0 0.457002 1 1 4.629499 0 1
## 94 0 0.457002 1 1 4.629499 0 1
## 95 0 0.457002 1 1 4.629499 0 1
## 96 0 0.457002 1 1 4.629499 0 1
## 97 0 0.457002 1 1 4.629499 0 1
## 98 0 0.457002 1 1 4.629499 0 1
## 99 0 0.457002 1 1 4.629499 0 1
## 100 0 0.457002 1 1 4.629499 0 1
## 101 0 0.457002 1 1 4.629499 0 1
## 102 0 0.457002 1 1 4.629499 0 1
## 103 0 0.457002 1 1 4.629499 0 1
## 104 0 0.457002 1 1 4.629499 0 1
## 105 0 0.457002 1 1 4.629499 0 1
## 106 0 0.457002 1 1 4.629499 0 1
## 107 0 0.457002 1 1 4.629499 0 1
## 108 0 0.457002 1 1 4.629499 0 1
## 109 0 0.457002 1 1 4.629499 0 1
## 110 0 0.457002 1 1 4.629499 0 1
## 111 0 0.457002 1 1 4.629499 0 1
## 112 0 0.457002 1 1 4.629499 0 1
## 113 0 0.457002 1 1 4.629499 0 1
## 114 0 0.457002 1 1 4.629499 0 1
## 115 0 0.457002 1 1 4.629499 0 1
## 116 0 0.457002 1 1 4.629499 0 1
## 117 0 0.457002 1 1 4.629499 0 1
## 118 0 0.457002 1 1 4.629499 0 1
## 119 0 0.457002 1 1 4.629499 0 1
## 120 0 0.457002 1 1 4.629499 0 1
## 121 0 0.457002 1 1 4.629499 0 1
## 122 0 0.457002 1 1 4.629499 0 1
## 123 0 0.457002 1 1 4.629499 0 1
## 124 0 0.457002 1 1 4.629499 0 1
## 125 0 0.457002 1 1 4.629499 0 1
## 126 0 0.457002 1 1 4.629499 0 1
## 127 0 0.457002 1 1 4.629499 0 1
## 128 0 0.457002 1 1 4.629499 0 1
## 129 0 0.457002 1 1 4.629499 0 1
## 130 0 0.457002 1 1 4.629499 0 1
## 131 0 0.457002 1 1 4.629499 0 1
## 132 0 0.457002 1 1 4.629499 0 1
## 133 0 0.457002 1 1 4.629499 0 1
## 134 0 0.457002 1 1 4.629499 0 1
## 135 0 0.457002 1 1 4.629499 0 1
## 136 0 0.457002 1 1 4.629499 0 1
## 137 0 0.457002 1 1 4.629499 0 1
## 138 0 0.457002 1 1 4.629499 0 1
## 139 0 0.457002 1 1 4.629499 0 1
## 140 0 0.457002 1 1 4.629499 0 1
## 141 0 0.457002 1 1 4.629499 0 1
## 142 0 0.457002 1 1 4.629499 0 1
## 143 0 0.457002 1 1 4.629499 0 1
## 144 0 0.457002 1 1 4.629499 0 1
## 145 0 0.457002 1 1 4.629499 0 1
## 146 0 0.457002 1 1 4.629499 0 1
## 147 0 0.457002 1 1 4.629499 0 1
## 148 0 0.457002 1 1 4.629499 0 1
## 149 0 0.457002 1 1 4.629499 0 1
## 150 0 0.457002 1 1 4.629499 0 1
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 0.905460 0 2.782159 0 0.00 0.0000
## 2 0.905977 0 2.782159 0 0.00 0.0000
## 3 0.906496 0 2.782159 0 0.00 0.0000
## 4 0.906977 0 2.782159 0 0.00 0.0000
## 5 0.907419 0 2.782159 0 0.00 0.0000
## 6 0.907870 0 2.782159 0 0.00 0.0000
## 7 0.908297 0 2.782159 0 0.00 0.0000
## 8 0.908702 0 2.782159 0 0.00 0.0000
## 9 0.909116 0 2.782159 0 0.00 0.0000
## 10 0.909538 0 2.782159 0 0.00 0.0000
## 11 0.909968 0 2.782159 0 0.00 0.0000
## 12 0.910406 0 2.782159 0 0.00 0.0000
## 13 0.910850 0 2.782159 0 0.00 0.0000
## 14 0.911302 0 2.782159 0 0.00 0.0000
## 15 0.911759 0 2.782159 0 0.00 0.0000
## 16 0.912223 0 2.782159 0 0.00 0.0000
## 17 0.912692 0 2.782159 0 0.00 0.0000
## 18 0.913166 0 2.782159 0 0.00 0.0000
## 19 0.913645 0 2.782159 0 0.00 0.0000
## 20 0.914129 0 2.782159 0 0.00 0.0000
## 21 0.914617 0 2.782159 0 0.00 0.0000
## 22 0.915109 0 2.782159 0 0.00 0.0000
## 23 0.915605 0 2.782159 0 0.85 0.0000
## 24 0.916105 0 2.782159 0 0.00 0.0000
## 25 0.916607 0 2.782159 0 0.00 0.0000
## 26 0.917032 0 2.782159 0 0.00 0.0000
## 27 0.917339 0 2.782159 0 0.00 0.0000
## 28 0.917618 0 2.782159 0 0.00 0.0000
## 29 0.917910 0 2.782159 0 0.00 0.0000
## 30 0.918213 0 2.782159 0 0.00 0.0000
## 31 0.918528 0 2.782159 0 0.85 0.0000
## 32 0.918854 0 2.782159 0 0.00 0.0000
## 33 0.919190 0 2.782159 0 0.00 0.0000
## 34 0.919536 0 2.782159 0 0.00 0.0000
## 35 0.919891 0 2.782159 0 0.00 0.0000
## 36 0.920255 0 2.782159 0 0.00 0.0000
## 37 0.920624 0 2.782159 0 0.00 0.0000
## 38 0.920997 0 2.782159 0 0.00 0.0000
## 39 0.921377 0 2.782159 0 0.00 0.0000
## 40 0.921764 0 2.782159 0 0.00 0.0000
## 41 0.922157 0 2.782159 0 0.00 0.0000
## 42 0.922554 0 2.782159 0 0.00 0.0000
## 43 0.922914 0 2.782159 0 0.00 0.0000
## 44 0.923245 0 2.782159 0 0.00 0.0000
## 45 0.923585 0 2.782159 0 0.00 0.0000
## 46 0.923933 0 2.782159 0 0.00 0.0000
## 47 0.924289 0 2.782159 0 0.00 0.0000
## 48 0.924652 0 2.782159 0 0.00 258.6439
## 49 0.925023 0 2.782159 0 0.85 0.0000
## 50 0.925339 0 2.782159 0 0.85 0.0000
## 51 0.925600 0 2.782159 0 0.00 414.5112
## 52 0.925841 0 2.782159 0 0.00 0.0000
## 53 0.926012 0 2.782159 0 0.00 0.0000
## 54 0.926144 0 2.782159 0 0.00 446.3822
## 55 0.926291 0 2.782159 0 0.00 0.0000
## 56 0.926190 0 2.782159 0 0.00 0.0000
## 57 0.925713 0 2.782159 0 0.00 0.0000
## 58 0.925135 0 2.782159 0 0.00 0.0000
## 59 0.924602 0 2.782159 0 0.00 754.0133
## 60 0.924108 0 2.782159 0 0.00 0.0000
## 61 0.923646 0 2.782159 0 0.00 1282.1503
## 62 0.923222 0 2.782159 0 0.00 732.1523
## 63 0.922828 0 2.782159 0 0.00 0.0000
## 64 0.922444 0 2.782159 0 0.00 0.0000
## 65 0.922074 0 2.782159 0 0.00 0.0000
## 66 0.921650 0 2.782159 0 0.00 0.0000
## 67 0.921186 0 2.782159 0 0.00 0.0000
## 68 0.920766 0 2.782159 0 0.00 1132.2740
## 69 0.920386 0 2.782159 0 0.00 0.0000
## 70 0.920044 0 2.782159 0 0.00 0.0000
## 71 0.919719 0 2.782159 0 0.00 0.0000
## 72 0.919405 0 2.782159 0 0.00 0.0000
## 73 0.919104 0 2.782159 0 0.00 0.0000
## 74 0.918607 0 2.782159 0 0.00 0.0000
## 75 0.917918 0 2.782159 0 0.00 0.0000
## 76 0.917254 0 2.782159 0 0.00 1724.2475
## 77 0.916642 0 2.782159 0 0.00 3306.6026
## 78 0.916079 0 2.782159 0 0.00 3543.7023
## 79 0.915565 0 2.782159 0 0.00 0.0000
## 80 0.915053 0 2.782159 0 0.00 0.0000
## 81 0.914543 0 2.782159 0 0.00 2169.0989
## 82 0.914079 0 2.782159 0 0.00 1370.2296
## 83 0.913659 0 2.782159 0 0.00 3910.5367
## 84 0.913273 0 2.782159 0 0.00 0.0000
## 85 0.912812 0 2.782159 0 0.00 0.0000
## 86 0.912292 0 2.782159 0 0.00 0.0000
## 87 0.911821 0 2.782159 0 0.00 3199.0527
## 88 0.911395 0 2.782159 0 0.00 2856.4622
## 89 0.911012 0 2.782159 0 0.00 4964.9556
## 90 0.910667 0 2.782159 0 0.00 0.0000
## 91 0.910347 0 2.782159 0 0.00 0.0000
## 92 0.910045 0 2.782159 0 0.00 3920.9518
## 93 0.909725 0 2.782159 0 0.00 0.0000
## 94 0.909391 0 2.782159 0 0.00 0.0000
## 95 0.909094 0 2.782159 0 0.00 710.7898
## 96 0.908831 0 2.782159 0 0.00 3716.0467
## 97 0.908601 0 2.782159 0 0.00 4376.0860
## 98 0.908316 0 2.782159 0 0.00 0.0000
## 99 0.907980 0 2.782159 0 0.00 1944.5558
## 100 0.907683 0 2.782159 0 0.00 2099.1047
## 101 0.907421 0 2.782159 0 0.00 3485.7861
## 102 0.907193 0 2.782159 0 0.00 4627.9737
## 103 0.906964 0 2.782159 0 0.00 0.0000
## 104 0.906730 0 2.782159 0 0.00 3413.1669
## 105 0.906525 0 2.782159 0 0.00 7354.7172
## 106 0.906349 0 2.782159 0 0.00 7758.4531
## 107 0.906200 0 2.782159 0 0.00 6927.7362
## 108 0.906075 0 2.782159 0 0.00 0.0000
## 109 0.905967 0 2.782159 0 0.00 3039.1277
## 110 0.905879 0 2.782159 0 0.00 7647.8424
## 111 0.905741 0 2.782159 0 0.00 0.0000
## 112 0.905557 0 2.782159 0 0.00 0.0000
## 113 0.905402 0 2.782159 0 0.00 0.0000
## 114 0.905273 0 2.782159 0 0.00 0.0000
## 115 0.905169 0 2.782159 0 0.00 7297.3951
## 116 0.905088 0 2.782159 0 0.00 8007.7559
## 117 0.905030 0 2.782159 0 0.00 8212.5250
## 118 0.904993 0 2.782159 0 0.00 7476.3161
## 119 0.904977 0 2.782159 0 0.00 0.0000
## 120 0.904866 0 2.782159 0 0.00 0.0000
## 121 0.904665 0 2.782159 0 0.00 2575.7325
## 122 0.904493 0 2.782159 0 0.00 9868.6246
## 123 0.904348 0 2.782159 0 0.00 10225.9768
## 124 0.904229 0 2.782159 0 0.00 3833.9099
## 125 0.904135 0 2.782159 0 0.00 9632.3659
## 126 0.904064 0 2.782159 0 0.00 8767.6273
## 127 0.903925 0 2.782159 0 0.00 0.0000
## 128 0.903593 0 2.782159 0 0.00 0.0000
## 129 0.903160 0 2.782159 0 0.00 0.0000
## 130 0.902754 0 2.782159 0 0.00 4745.7602
## 131 0.902341 0 2.782159 0 0.00 0.0000
## 132 0.901921 0 2.782159 0 0.00 7936.7902
## 133 0.901539 0 2.782159 0 0.00 9460.3398
## 134 0.901192 0 2.782159 0 0.00 8825.3497
## 135 0.900879 0 2.782159 0 0.00 10924.7794
## 136 0.900598 0 2.782159 0 0.00 10840.9666
## 137 0.900347 0 2.782159 0 0.00 10273.0695
## 138 0.900127 0 2.782159 0 0.00 9137.2273
## 139 0.899933 0 2.782159 0 0.00 9209.5657
## 140 0.899766 0 2.782159 0 0.00 0.0000
## 141 0.899625 0 2.782159 0 0.00 5497.0305
## 142 0.899507 0 2.782159 0 0.00 0.0000
## 143 0.899412 0 2.782159 0 0.00 0.0000
## 144 0.899336 0 2.782159 0 0.00 8540.3575
## 145 0.899278 0 2.782159 0 0.00 0.0000
## 146 0.899235 0 2.782159 0 0.00 9686.1706
## 147 0.899209 0 2.782159 0 0.00 8944.3790
## 148 0.899201 0 2.782159 0 0.00 9528.6668
## 149 0.899210 0 2.782159 0 0.00 8998.6384
## 150 0.899140 0 2.782159 0 0.00 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1 0.00000 0.0000 0.000761 0.000000 0 0 0.00000
## 2 0.00000 0.0000 0.000604 0.000000 0 0 0.00000
## 3 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 4 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 5 0.00000 0.0000 0.000821 0.000000 0 0 0.00000
## 6 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 7 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 8 0.00000 0.0000 0.001223 0.000000 0 0 0.00000
## 9 0.00000 0.0000 0.000871 0.000000 0 0 0.00000
## 10 0.00000 0.0000 0.000673 0.000000 0 0 0.00000
## 11 0.00000 0.0000 0.000545 0.000000 0 0 0.00000
## 12 0.00000 0.0000 0.000456 0.000000 0 0 0.00000
## 13 0.00000 0.0000 0.000390 0.000000 0 0 0.00000
## 14 0.00000 0.0000 0.000339 0.000000 0 0 0.00000
## 15 0.00000 0.0000 0.000299 0.000000 0 0 0.00000
## 16 0.00000 0.0000 0.000267 0.000000 0 0 0.00000
## 17 0.00000 0.0000 0.000241 0.000000 0 0 0.00000
## 18 0.00000 0.0000 0.000218 0.000000 0 0 0.00000
## 19 0.00000 0.0000 0.000200 0.000000 0 0 0.00000
## 20 0.00000 0.0000 0.000184 0.000000 0 0 0.00000
## 21 0.00000 0.0000 0.000170 0.000000 0 0 0.00000
## 22 0.00000 0.0000 0.000158 0.000000 0 0 0.00000
## 23 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 24 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 25 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 26 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 27 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 28 0.00000 0.0000 0.000816 0.000000 0 0 0.00000
## 29 0.00000 0.0000 0.000640 0.000000 0 0 0.00000
## 30 0.00000 0.0000 0.000523 0.000000 0 0 0.00000
## 31 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 32 0.00000 0.0000 0.000569 0.000000 0 0 0.00000
## 33 0.00000 0.0000 0.000473 0.000000 0 0 0.00000
## 34 0.00000 0.0000 0.000403 0.000000 0 0 0.00000
## 35 0.00000 0.0000 0.000350 0.000000 0 0 0.00000
## 36 0.00000 0.0000 0.000308 0.000000 0 0 0.00000
## 37 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 38 0.00000 0.0000 0.004696 0.000000 0 0 0.00000
## 39 0.00000 0.0000 0.001527 0.000000 0 0 0.00000
## 40 0.00000 0.0000 0.001017 0.000000 0 0 0.00000
## 41 0.00000 0.0000 0.000760 0.000000 0 0 0.00000
## 42 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 43 0.00000 0.0000 0.000000 0.000000 0 0 0.00000
## 44 0.00000 0.0000 0.000814 0.000000 0 0 0.00000
## 45 0.00000 0.0000 0.000638 0.000000 0 0 0.00000
## 46 0.00000 0.0000 0.000522 0.000000 0 0 0.00000
## 47 146.80897 559.7645 0.000000 0.000000 0 0 0.00000
## 48 24.06528 415.1204 0.000205 0.000000 0 0 0.00000
## 49 127.34997 571.3497 0.000000 1.213020 0 0 0.00000
## 50 80.84612 565.1136 0.000000 1.121458 0 0 29.63775
## 51 94.63760 573.2281 0.000378 0.000000 0 0 0.00000
## 52 103.26678 575.3005 0.000000 0.000000 0 0 0.00000
## 53 69.05411 552.4559 0.000000 0.000000 0 0 0.00000
## 54 130.88003 569.7452 0.000433 0.000000 0 0 0.00000
## 55 569.99788 1687.3670 0.000000 0.000000 0 0 0.00000
## 56 223.64091 1634.7995 0.000000 0.000000 0 0 0.00000
## 57 15.34072 614.4934 0.000000 0.000000 0 0 0.00000
## 58 20.33902 696.1305 0.000000 0.000000 0 0 0.00000
## 59 77.75956 1197.8243 0.000295 0.000000 0 0 0.00000
## 60 237.69562 1654.5096 0.000000 0.000000 0 0 0.00000
## 61 320.23775 1728.4364 0.000509 0.000000 0 0 0.00000
## 62 72.53686 1167.9644 0.000320 0.000000 0 0 0.00000
## 63 221.26819 1598.2786 0.000000 0.000000 0 0 0.00000
## 64 781.52997 1792.9901 0.000000 0.000000 0 0 0.00000
## 65 321.12515 1744.9162 0.000000 0.000000 0 0 0.00000
## 66 56.61453 991.0820 0.000000 0.000000 0 0 0.00000
## 67 58.99386 1007.7355 0.000000 0.000000 0 0 0.00000
## 68 229.59620 1614.1793 0.000418 0.000000 0 0 0.00000
## 69 296.46830 1716.5727 0.000000 0.000000 0 0 0.00000
## 70 219.77098 1595.3337 0.000000 0.000000 0 0 0.00000
## 71 38.06074 1020.0859 0.000000 0.000000 0 0 0.00000
## 72 240.42381 2187.6784 0.000000 0.000000 0 0 0.00000
## 73 1415.50026 3035.8872 0.000000 0.000000 0 0 0.00000
## 74 384.13568 2548.9922 0.000000 0.000000 0 0 0.00000
## 75 532.46263 2751.9095 0.000000 0.000000 0 0 0.00000
## 76 351.38068 2455.9613 0.000319 0.000000 0 0 0.00000
## 77 1863.21907 2764.0712 0.000585 0.000000 0 0 0.00000
## 78 2340.07862 2400.7198 0.000681 0.000000 0 0 0.00000
## 79 1961.96516 3052.8668 0.000000 0.000000 0 0 0.00000
## 80 1145.32331 3175.2733 0.000000 0.000000 0 0 0.00000
## 81 597.11732 2837.0098 0.000303 0.000000 0 0 0.00000
## 82 218.86740 2050.8803 0.000199 0.000000 0 0 0.00000
## 83 2524.53064 2748.5089 0.000531 0.000000 0 0 0.00000
## 84 2082.15303 2999.3410 0.000000 0.000000 0 0 0.00000
## 85 202.78745 1992.2758 0.000000 0.000000 0 0 0.00000
## 86 48.36418 1086.5464 0.000000 0.000000 0 0 0.00000
## 87 1405.24507 3329.2801 0.000369 0.000000 0 0 0.00000
## 88 1089.57389 3242.3788 0.000312 0.000000 0 0 0.00000
## 89 4026.25316 2154.8796 0.000683 0.000000 0 0 0.00000
## 90 3537.17260 2520.6672 0.000000 0.000000 0 0 0.00000
## 91 2582.59992 3084.0407 0.000000 0.000000 0 0 0.00000
## 92 2251.12359 3217.4243 0.000614 0.000000 0 0 0.00000
## 93 325.58569 2335.6518 0.000000 0.000000 0 0 0.00000
## 94 1399.22801 3328.4704 0.000000 0.000000 0 0 0.00000
## 95 61.29403 1149.4332 0.000103 0.000000 0 0 0.00000
## 96 1872.39778 3478.3625 0.000386 0.000000 0 0 0.00000
## 97 2679.71266 3321.9703 0.000469 0.000000 0 0 0.00000
## 98 1152.96764 3331.6693 0.000000 0.000000 0 0 0.00000
## 99 476.02805 2641.7353 0.000262 0.000000 0 0 0.00000
## 100 557.92769 2779.8310 0.000266 0.000000 0 0 0.00000
## 101 1630.30867 3468.4229 0.000415 0.000000 0 0 0.00000
## 102 3034.96610 3185.3754 0.000613 0.000000 0 0 0.00000
## 103 910.14868 3832.2296 0.000000 0.000000 0 0 0.00000
## 104 1161.34568 4107.1831 0.000386 0.000000 0 0 0.00000
## 105 5611.69939 3783.9643 0.000699 0.000000 0 0 0.00000
## 106 6384.03018 3235.1821 0.000827 0.000000 0 0 0.00000
## 107 5033.00637 3976.3704 0.000763 0.000000 0 0 0.00000
## 108 3894.03328 4420.5577 0.000000 0.000000 0 0 0.00000
## 109 933.42052 3821.1002 0.000352 0.000000 0 0 0.00000
## 110 6193.72744 3350.8387 0.000727 0.000000 0 0 0.00000
## 111 3656.22255 4730.1488 0.000000 0.000000 0 0 0.00000
## 112 1670.30602 4468.0753 0.000000 0.000000 0 0 0.00000
## 113 3289.32773 4771.7420 0.000000 0.000000 0 0 0.00000
## 114 2732.05946 4772.0229 0.000000 0.000000 0 0 0.00000
## 115 5252.52375 4274.9952 0.000635 0.000000 0 0 0.00000
## 116 6314.59838 3794.3924 0.000691 0.000000 0 0 0.00000
## 117 6638.82719 3626.4254 0.000774 0.000000 0 0 0.00000
## 118 5510.85757 4168.8820 0.000725 0.000000 0 0 0.00000
## 119 3849.54550 4904.9867 0.000000 0.000000 0 0 0.00000
## 120 483.80272 3029.1786 0.000000 0.000000 0 0 0.00000
## 121 674.10552 3430.6834 0.000217 0.000000 0 0 0.00000
## 122 8887.68380 2885.7304 0.000771 0.000000 0 0 0.00000
## 123 9503.42446 2512.0151 0.000602 0.000000 0 0 0.00000
## 124 1456.39290 4369.4126 0.000371 0.000000 0 0 0.00000
## 125 8490.72328 3116.3279 0.000424 0.000000 0 0 0.00000
## 126 7107.62070 3846.7334 0.000360 0.000000 0 0 0.00000
## 127 303.34418 2491.0915 0.000000 0.000000 0 0 0.00000
## 128 97.41925 1501.1252 0.000000 0.000000 0 0 0.00000
## 129 774.11513 3597.8573 0.000000 0.000000 0 0 0.00000
## 130 2167.23082 4817.7396 0.000424 0.000000 0 0 0.00000
## 131 506.54189 3070.3472 0.000000 0.000000 0 0 0.00000
## 132 5661.03054 4745.5187 0.000632 0.000000 0 0 0.00000
## 133 7811.10203 3927.3142 0.000764 0.000000 0 0 0.00000
## 134 6879.76653 4325.6017 0.000681 0.000000 0 0 0.00000
## 135 9834.28477 3217.1889 0.000856 0.000000 0 0 0.00000
## 136 9815.50697 3100.3906 0.000909 0.000000 0 0 0.00000
## 137 8922.83014 3553.2357 0.000869 0.000000 0 0 0.00000
## 138 7239.31466 4293.3011 0.000687 0.000000 0 0 0.00000
## 139 7342.35092 4252.9663 0.000545 0.000000 0 0 0.00000
## 140 2215.03516 4812.1776 0.000000 0.000000 0 0 0.00000
## 141 2865.19707 5004.9701 0.000488 0.000000 0 0 0.00000
## 142 3265.77455 5062.6622 0.000000 0.000000 0 0 0.00000
## 143 4935.71230 5136.4835 0.000000 0.000000 0 0 0.00000
## 144 6236.91127 4878.2970 0.000674 0.000000 0 0 0.00000
## 145 6571.62252 4786.7421 0.000000 0.000000 0 0 0.00000
## 146 7777.82440 4388.7261 0.000789 0.000000 0 0 0.00000
## 147 6765.46737 4729.6857 0.000740 0.000000 0 0 0.00000
## 148 7558.43716 4468.3270 0.000788 0.000000 0 0 0.00000
## 149 6837.69769 4707.7028 0.000750 0.000000 0 0 0.00000
## 150 1354.22448 4277.7830 0.000000 0.000000 0 0 0.00000
## snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 0.000000 0.001 0 0.000761 2018 351
## 2 0.000000 0.000000 0.001 0 0.000604 2018 352
## 3 0.000000 0.000000 0.001 0 0.000000 2018 353
## 4 0.000000 0.000000 0.001 0 0.000000 2018 354
## 5 0.000000 0.000000 0.001 0 0.000833 2018 355
## 6 0.000000 0.000000 0.001 0 0.000000 2018 356
## 7 0.000000 0.000000 0.001 0 0.000000 2018 357
## 8 0.000000 0.000000 0.001 0 0.001235 2018 358
## 9 0.000000 0.000000 0.001 0 0.000871 2018 359
## 10 0.000000 0.000000 0.001 0 0.000673 2018 360
## 11 0.000000 0.000000 0.001 0 0.000545 2018 361
## 12 0.000000 0.000000 0.001 0 0.000456 2018 362
## 13 0.000000 0.000000 0.001 0 0.000390 2018 363
## 14 0.000000 0.000000 0.001 0 0.000339 2018 364
## 15 0.000000 0.000000 0.001 0 0.000299 2018 365
## 16 0.000000 0.000000 0.001 0 0.000267 2018 1
## 17 0.000000 0.000000 0.001 0 0.000241 2018 2
## 18 0.000000 0.000000 0.001 0 0.000218 2018 3
## 19 0.000000 0.000000 0.001 0 0.000200 2018 4
## 20 0.000000 0.000000 0.001 0 0.000184 2018 5
## 21 0.000000 0.000000 0.001 0 0.000170 2018 6
## 22 0.000000 0.000000 0.001 0 0.000158 2018 7
## 23 0.000000 0.000000 0.001 0 0.000021 2018 8
## 24 0.000000 0.000000 0.001 0 0.000000 2018 9
## 25 0.000000 0.000000 0.001 0 0.000000 2018 10
## 26 0.000000 0.000000 0.001 0 0.000000 2018 11
## 27 0.000000 0.000000 0.001 0 0.000000 2018 12
## 28 0.000000 0.000000 0.001 0 0.000828 2018 13
## 29 0.000000 0.000000 0.001 0 0.000640 2018 14
## 30 0.000000 0.000000 0.001 0 0.000523 2018 15
## 31 0.000000 0.000000 0.001 0 0.000021 2018 16
## 32 0.000000 0.000000 0.001 0 0.000582 2018 17
## 33 0.000000 0.000000 0.001 0 0.000473 2018 18
## 34 0.000000 0.000000 0.001 0 0.000403 2018 19
## 35 0.000000 0.000000 0.001 0 0.000350 2018 20
## 36 0.000000 0.000000 0.001 0 0.000308 2018 21
## 37 0.000000 0.000000 0.001 0 0.000000 2018 22
## 38 0.000000 0.000000 0.001 0 0.004708 2018 23
## 39 0.000000 0.000000 0.001 0 0.001527 2018 24
## 40 0.000000 0.000000 0.001 0 0.001017 2018 25
## 41 0.000000 0.000000 0.001 0 0.000760 2018 26
## 42 0.000000 0.000000 0.001 0 0.000000 2018 27
## 43 0.000000 0.000000 0.001 0 0.000000 2018 28
## 44 0.000000 0.000000 0.001 0 0.000826 2018 29
## 45 0.000000 0.000000 0.001 0 0.000638 2018 30
## 46 0.000000 0.000000 0.001 0 0.000522 2018 31
## 47 0.000000 19.887767 0.001 0 0.000008 2018 32
## 48 0.000000 0.004676 0.001 0 0.000217 2018 33
## 49 1.213020 0.105576 0.001 1 0.000021 2018 34
## 50 1.121458 20.722452 0.001 0 0.000029 2018 35
## 51 0.000000 6.766967 0.001 0 0.000393 2018 36
## 52 0.000000 19.859344 0.001 0 0.000008 2018 37
## 53 0.000000 19.811735 0.001 0 0.000008 2018 38
## 54 0.000000 8.371267 0.001 0 0.000448 2018 39
## 55 0.000000 19.833113 0.001 0 0.000008 2018 40
## 56 0.000000 19.794318 0.001 0 0.000008 2018 41
## 57 0.000000 19.739287 0.001 0 0.000008 2018 42
## 58 0.000000 19.721985 0.001 0 0.000008 2018 43
## 59 0.000000 20.026807 0.001 0 0.000315 2018 44
## 60 0.000000 19.742759 0.001 0 0.000008 2018 45
## 61 0.000000 45.254483 0.001 0 0.000540 2018 46
## 62 0.000000 27.800207 0.001 0 0.000332 2018 47
## 63 0.000000 19.748263 0.001 0 0.000008 2018 48
## 64 0.000000 19.751483 0.001 0 0.000008 2018 49
## 65 0.000000 19.741921 0.001 0 0.000008 2018 50
## 66 0.000000 19.702261 0.001 0 0.000008 2018 51
## 67 0.000000 19.656705 0.001 0 0.000008 2018 52
## 68 0.000000 39.741845 0.001 0 0.000446 2018 53
## 69 0.000000 19.631299 0.001 0 0.000008 2018 54
## 70 0.000000 19.639348 0.001 0 0.000008 2018 55
## 71 0.000000 19.715592 0.001 0 0.000008 2018 56
## 72 0.000000 19.759279 0.001 0 0.000008 2018 57
## 73 0.000000 19.776770 0.001 0 0.000008 2018 58
## 74 0.000000 19.821077 0.001 0 0.000008 2018 59
## 75 0.000000 19.773628 0.001 0 0.000008 2018 60
## 76 0.000000 27.456880 0.001 0 0.000342 2018 61
## 77 0.000000 57.939010 0.001 0 0.000609 2018 62
## 78 0.000000 73.561232 0.001 0 0.000711 2018 63
## 79 0.000000 19.786081 0.001 0 0.000008 2018 64
## 80 0.000000 19.812585 0.001 0 0.000008 2018 65
## 81 0.000000 8.322737 0.001 0 0.000318 2018 66
## 82 0.000000 0.019975 0.001 0 0.000199 2018 67
## 83 0.000000 34.031528 0.001 0 0.000545 2018 68
## 84 0.000000 19.840135 0.001 0 0.000008 2018 69
## 85 0.000000 19.819370 0.001 0 0.000008 2018 70
## 86 0.000000 19.890427 0.001 0 0.000008 2018 71
## 87 0.000000 11.207976 0.001 0 0.000386 2018 72
## 88 0.000000 0.032644 0.001 0 0.000312 2018 73
## 89 0.000000 64.349775 0.001 0 0.000709 2018 74
## 90 0.000000 19.731351 0.001 0 0.000008 2018 75
## 91 0.000000 19.664354 0.001 0 0.000008 2018 76
## 92 0.000000 85.495348 0.001 0 0.000660 2018 77
## 93 0.000000 19.740055 0.001 0 0.000008 2018 78
## 94 0.000000 19.725593 0.001 0 0.000008 2018 79
## 95 0.000000 0.009870 0.001 0 0.000115 2018 80
## 96 0.000000 14.682955 0.001 0 0.000392 2018 81
## 97 0.000000 35.079813 0.001 0 0.000484 2018 82
## 98 0.000000 19.849643 0.001 0 0.000008 2018 83
## 99 0.000000 22.132203 0.001 0 0.000283 2018 84
## 100 0.000000 16.114023 0.001 0 0.000272 2018 85
## 101 0.000000 39.180513 0.001 0 0.000431 2018 86
## 102 0.000000 83.014941 0.001 0 0.000646 2018 87
## 103 0.000000 19.673641 0.001 0 0.000008 2018 88
## 104 0.000000 63.476209 0.001 0 0.000423 2018 89
## 105 0.000000 106.386713 0.001 0 0.000742 2018 90
## 106 0.000000 141.667674 0.001 0 0.000884 2018 91
## 107 0.000000 139.913555 0.001 0 0.000820 2018 92
## 108 0.000000 19.623170 0.001 0 0.000008 2018 93
## 109 0.000000 54.502851 0.001 0 0.000386 2018 94
## 110 0.000000 104.236195 0.001 0 0.000769 2018 95
## 111 0.000000 19.788188 0.001 0 0.000008 2018 96
## 112 0.000000 19.781056 0.001 0 0.000008 2018 97
## 113 0.000000 19.853249 0.001 0 0.000008 2018 98
## 114 0.000000 19.823499 0.001 0 0.000008 2018 99
## 115 0.000000 97.794121 0.001 0 0.000686 2018 100
## 116 0.000000 103.721884 0.001 0 0.000733 2018 101
## 117 0.000000 134.180038 0.001 0 0.000828 2018 102
## 118 0.000000 133.112991 0.001 0 0.000779 2018 103
## 119 0.000000 19.620573 0.001 0 0.000008 2018 104
## 120 0.000000 19.718167 0.001 0 0.000008 2018 105
## 121 0.000000 3.828195 0.001 0 0.000230 2018 106
## 122 0.000000 118.277839 0.001 0 0.000819 2018 107
## 123 0.000000 174.339881 0.001 0 0.000672 2018 108
## 124 0.000000 62.149894 0.001 0 0.000396 2018 109
## 125 0.000000 119.248330 0.001 0 0.000472 2018 110
## 126 0.000000 111.224752 0.001 0 0.000405 2018 111
## 127 0.000000 19.781742 0.001 0 0.000008 2018 112
## 128 0.000000 19.764980 0.001 0 0.000008 2018 113
## 129 0.000000 19.725584 0.001 0 0.000008 2018 114
## 130 0.000000 78.453491 0.001 0 0.000467 2018 115
## 131 0.000000 19.755639 0.001 0 0.000008 2018 116
## 132 0.000000 114.649955 0.001 0 0.000691 2018 117
## 133 0.000000 138.542505 0.001 0 0.000820 2018 118
## 134 0.000000 117.615347 0.001 0 0.000728 2018 119
## 135 0.000000 151.933639 0.001 0 0.000918 2018 120
## 136 0.000000 161.863125 0.001 0 0.000975 2018 121
## 137 0.000000 154.038067 0.001 0 0.000932 2018 122
## 138 0.000000 139.533537 0.001 0 0.000744 2018 123
## 139 0.000000 135.995124 0.001 0 0.000600 2018 124
## 140 0.000000 19.587699 0.001 0 0.000008 2018 125
## 141 0.000000 98.900189 0.001 0 0.000540 2018 126
## 142 0.000000 19.622346 0.001 0 0.000008 2018 127
## 143 0.000000 19.622171 0.001 0 0.000008 2018 128
## 144 0.000000 130.681723 0.001 0 0.000739 2018 129
## 145 0.000000 19.550942 0.001 0 0.000008 2018 130
## 146 0.000000 132.557958 0.001 0 0.000856 2018 131
## 147 0.000000 123.108292 0.001 0 0.000790 2018 132
## 148 0.000000 124.187601 0.001 0 0.000839 2018 133
## 149 0.000000 119.091053 0.001 0 0.000799 2018 134
## 150 0.000000 19.561521 0.001 0 0.000008 2018 135validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite2## [[1]]
## [1] 0.09766619
##
## [[2]]
## [1] 0.1305211
##
## [[3]]
## [1] 0.05444007
##
## [[4]]
## [1] 0.3636509
##
## [[5]]
## [1] 0.2280809
##
## [[6]]
## [1] 0.07987986
##
## [[7]]
## [1] 0.09657892
##
## [[8]]
## [1] 0.1096671
##
## [[9]]
## [1] 0.1425489
##
## [[10]]
## [1] 0.2622661
##
## [[11]]
## [1] -0.04256623
##
## [[12]]
## [1] 0.0006436471
##
## [[13]]
## [1] 0.2058749
##
## [[14]]
## [1] -0.09974672
##
## [[15]]
## [1] -0.2163521
##
## [[16]]
## [1] 0.01469501
##
## [[17]]
## [1] 0.0553015
##
## [[18]]
## [1] 0.1706969
##
## [[19]]
## [1] 0.01947867
##
## [[20]]
## [1] 0.3073626
##
## [[21]]
## [1] 0.1040784
##
## [[22]]
## [1] 0.1072029
##
## [[23]]
## [1] 0.1500241
##
## [[24]]
## [1] 0.2293054
##
## [[25]]
## [1] -0.2727499
##
## [[26]]
## [1] 0.1458416
##
## [[27]]
## [1] 0.1623597
##
## [[28]]
## [1] 0.1077288
##
## [[29]]
## [1] 0.04454884
##
## [[30]]
## [1] 0.004738679
##
## [[31]]
## [1] -0.008308263
##
## [[32]]
## [1] 0.2477914
##
## [[33]]
## [1] 0.1477405
##
## [[34]]
## [1] 0.1592592
##
## [[35]]
## [1] 0.2084456
##
## [[36]]
## [1] 0.2217063
##
## [[37]]
## [1] -0.04763959
##
## [[38]]
## [1] -0.1080143
##
## [[39]]
## [1] 0.09489332
##
## [[40]]
## [1] 0.1943028
##
## [[41]]
## [1] 0.245439
##
## [[42]]
## [1] -0.6225375
##
## [[43]]
## [1] 0.1858265
##
## [[44]]
## [1] 0.1934115
##
## [[45]]
## [1] 0.2585036
##
## [[46]]
## [1] 0.1958533
##
## [[47]]
## [1] -0.05391087
##
## [[48]]
## [1] 0.1786601
##
## [[49]]
## [1] 0.122762
##
## [[50]]
## [1] 0.0250863
##
## [[51]]
## [1] -0.5845222
##
## [[52]]
## [1] 0.1182738
##
## [[53]]
## [1] -0.04730304
##
## [[54]]
## [1] 0.06350517
##
## [[55]]
## [1] -0.06474441
##
## [[56]]
## [1] -0.6042781
##
## [[57]]
## [1] -0.2750376
##
## [[58]]
## [1] 0.08733861
##
## [[59]]
## [1] -0.4728141
##
## [[60]]
## [1] 0.09996543
##
## [[61]]
## [1] 0.1012709
##
## [[62]]
## [1] 0.01622512
##
## [[63]]
## [1] 0.2039829
##
## [[64]]
## [1] 0.1791787
##
## [[65]]
## [1] 0.1485713
##
## [[66]]
## [1] 0.03559395
##
## [[67]]
## [1] -0.4443557
##
## [[68]]
## [1] -0.1720041
##
## [[69]]
## [1] 0.2377891
##
## [[70]]
## [1] -0.3280381
##
## [[71]]
## [1] 0.04777437
##
## [[72]]
## [1] -0.2137598
##
## [[73]]
## [1] -0.1981554
##
## [[74]]
## [1] 0.2213559
##
## [[75]]
## [1] -0.2273782
##
## [[76]]
## [1] 0.06800545
##
## [[77]]
## [1] -0.1238487
##
## [[78]]
## [1] 0.2349937
##
## [[79]]
## [1] -0.04600777
##
## [[80]]
## [1] 0.09352527
##
## [[81]]
## [1] -0.2671608
##
## [[82]]
## [1] -0.8969909
##
## [[83]]
## [1] -0.5736089
##
## [[84]]
## [1] 0.3928624
##
## [[85]]
## [1] -0.4190723
##
## [[86]]
## [1] 0.2765966
##
## [[87]]
## [1] -0.6135185
##
## [[88]]
## [1] 0.1111648
##
## [[89]]
## [1] 0.1095609
##
## [[90]]
## [1] -0.2531597
##
## [[91]]
## [1] 0.1081321
##
## [[92]]
## [1] -0.9780174
##
## [[93]]
## [1] 0.01536746
##
## [[94]]
## [1] -0.4392105
##
## [[95]]
## [1] -0.4141148
##
## [[96]]
## [1] -0.627131
##
## [[97]]
## [1] 0.1600386
##
## [[98]]
## [1] -0.5085764
##
## [[99]]
## [1] 0.1203605
##
## [[100]]
## [1] -0.8419239
##
## [[101]]
## [1] 0.04832695
##
## [[102]]
## [1] -0.4892646
##
## [[103]]
## [1] 0.0001760617
##
## [[104]]
## [1] 0.1726792
##
## [[105]]
## [1] -0.07901816
##
## [[106]]
## [1] -0.8253645
##
## [[107]]
## [1] -0.238134
##
## [[108]]
## [1] -0.06784322
##
## [[109]]
## [1] -0.2956558
##
## [[110]]
## [1] -0.7768853
##
## [[111]]
## [1] -0.5637816
##
## [[112]]
## [1] -0.6758359
##
## [[113]]
## [1] -0.8220097
##
## [[114]]
## [1] -0.7421703
##
## [[115]]
## [1] -0.2759388
##
## [[116]]
## [1] -0.4905446
##
## [[117]]
## [1] -0.6311221
##
## [[118]]
## [1] -0.4653948
##
## [[119]]
## [1] -0.4910834
##
## [[120]]
## [1] -0.8081217
##
## [[121]]
## [1] 0.1147229
##
## [[122]]
## [1] 0.01517441
##
## [[123]]
## [1] 0.2583112
##
## [[124]]
## [1] 0.07147791
##
## [[125]]
## [1] -0.4781892
##
## [[126]]
## [1] 0.3095654
##
## [[127]]
## [1] -0.5274601
##
## [[128]]
## [1] -0.02887838
##
## [[129]]
## [1] -0.6992678
##
## [[130]]
## [1] -0.5783073
##
## [[131]]
## [1] -0.5801412
##
## [[132]]
## [1] 0.09970899
##
## [[133]]
## [1] -0.9417326
##
## [[134]]
## [1] -0.7073598
##
## [[135]]
## [1] 0.03747477
##
## [[136]]
## [1] -0.734306
##
## [[137]]
## [1] -0.06059117
##
## [[138]]
## [1] -0.5375187
##
## [[139]]
## [1] -0.480847
##
## [[140]]
## [1] -0.795747
##
## [[141]]
## [1] 0.2443988
##
## [[142]]
## [1] 0.06645129
##
## [[143]]
## [1] -0.2738562
##
## [[144]]
## [1] -0.5061553
##
## [[145]]
## [1] -0.4462681
##
## [[146]]
## [1] -0.6030045
##
## [[147]]
## [1] -0.8904637
##
## [[148]]
## [1] 0.07520927
##
## [[149]]
## [1] -0.2195078
##
## [[150]]
## [1] -0.6428764
##
## [[151]]
## [1] -0.7512001
##
## [[152]]
## [1] 0.1360477
##
## [[153]]
## [1] -0.6012873
##
## [[154]]
## [1] 0.07777181
##
## [[155]]
## [1] -0.06549795
##
## [[156]]
## [1] 0.07596596
##
## [[157]]
## [1] -0.06469021
##
## [[158]]
## [1] -0.927778
##
## [[159]]
## [1] 0.06119894
##
## [[160]]
## [1] -0.8344387
##
## [[161]]
## [1] -0.530333
##
## [[162]]
## [1] 0.1099863
##
## [[163]]
## [1] -0.6370577
##
## [[164]]
## [1] -0.9484343
##
## [[165]]
## [1] -0.4648277
##
## [[166]]
## [1] -0.6036178
##
## [[167]]
## [1] -0.5524729
##
## [[168]]
## [1] -0.02313991
##
## [[169]]
## [1] 0.1341328
##
## [[170]]
## [1] -0.6572336
##
## [[171]]
## [1] -0.5793994
##
## [[172]]
## [1] 0.1179044
##
## [[173]]
## [1] -1.040763
##
## [[174]]
## [1] -0.841635
##
## [[175]]
## [1] -0.7540158
##
## [[176]]
## [1] -1.067638
##
## [[177]]
## [1] -0.8136234
##
## [[178]]
## [1] -0.6378202
##
## [[179]]
## [1] -0.959957
##
## [[180]]
## [1] -0.8359591
##
## [[181]]
## [1] -0.8737386
##
## [[182]]
## [1] -0.4537823
##
## [[183]]
## [1] -0.7711667
##
## [[184]]
## [1] -0.7496283
##
## [[185]]
## [1] -0.7948875
##
## [[186]]
## [1] -1.107024
##
## [[187]]
## [1] -0.9889128
##
## [[188]]
## [1] -0.7215892
##
## [[189]]
## [1] 0.2048724
##
## [[190]]
## [1] -0.6433246
##
## [[191]]
## [1] -0.9715793
##
## [[192]]
## [1] -0.8150394
##
## [[193]]
## [1] -1.07327
##
## [[194]]
## [1] -1.012607
##
## [[195]]
## [1] 0.07463431
##
## [[196]]
## [1] -0.6557224
##
## [[197]]
## [1] -0.08650356
##
## [[198]]
## [1] -0.7754049
##
## [[199]]
## [1] 0.2368311
##
## [[200]]
## [1] 0.1660204run model 20 times for patch 3 - only for validation time series
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32ssurgo.world.Y2018M10D31H1.state.Y2018M10D31H1.state",
world_hdr_prefix = "CWWS32ssurgo",
flowtable = "CWWS32ssurgo1.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valssurgo3",
commandline_options = c("-b -p 1 108 149478 149478"))
#commandline_options = c("-b -g -p 1 110 136557 136557 -p 1 108 141942 141942 -p 1 108 149478 149478"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")run model in parallel
read 20 runs, create table and append to table for site 3
# Read in RHESSys Validation runs
for(i in 1:validationruns) { assign(paste0("cwws32valssurgo3_run",i), readin_rhessys_output(paste0("out/cwws32valssurgo3_run",i)))}## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
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## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"
## [1] "basin daily and basin daily grow have different number rows"##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo3_run",i,"$pd"))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("((valmergesm",i,"$root_zone.S","*valmergesm",i,"$potential_rz_store)","/valmergesm",i,"$root.depth)")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite3## [[1]]
## [1] -3.292174
##
## [[2]]
## [1] 0.4315715
##
## [[3]]
## [1] NA
##
## [[4]]
## [1] -2.474542
##
## [[5]]
## [1] -0.1282956
##
## [[6]]
## [1] -3.452204
##
## [[7]]
## [1] 0.521273
##
## [[8]]
## [1] -0.2683702
##
## [[9]]
## [1] 0.5446014
##
## [[10]]
## [1] -2.584227
##
## [[11]]
## [1] -2.033493
##
## [[12]]
## [1] -3.143716
##
## [[13]]
## [1] 0.3811493
##
## [[14]]
## [1] 0.09829953
##
## [[15]]
## [1] 0.04866077
##
## [[16]]
## [1] -0.1355412
##
## [[17]]
## [1] -0.3684735
##
## [[18]]
## [1] -2.45326
##
## [[19]]
## [1] -3.020794
##
## [[20]]
## [1] -3.300033
##
## [[21]]
## [1] -3.343625
##
## [[22]]
## [1] -3.376306
##
## [[23]]
## [1] -1.222664
##
## [[24]]
## [1] 0.292888
##
## [[25]]
## [1] -2.348443
##
## [[26]]
## [1] 0.07469293
##
## [[27]]
## [1] -4.498699
##
## [[28]]
## [1] -0.1766938
##
## [[29]]
## [1] -3.224378
##
## [[30]]
## [1] 0.3025326
##
## [[31]]
## [1] 0.4243747
##
## [[32]]
## [1] 0.3732689
##
## [[33]]
## [1] -1.151776
##
## [[34]]
## [1] 0.2455719
##
## [[35]]
## [1] -3.759703
##
## [[36]]
## [1] -4.076381
##
## [[37]]
## [1] 0.4939567
##
## [[38]]
## [1] 0.02140683
##
## [[39]]
## [1] -0.6894298
##
## [[40]]
## [1] -1.992414
##
## [[41]]
## [1] -3.647645
##
## [[42]]
## [1] -2.616678
##
## [[43]]
## [1] -0.1413741
##
## [[44]]
## [1] -2.743015
##
## [[45]]
## [1] -0.3840298
##
## [[46]]
## [1] 0.2689868
##
## [[47]]
## [1] 0.3712738
##
## [[48]]
## [1] 0.2291097
##
## [[49]]
## [1] -4.122031
##
## [[50]]
## [1] 0.06161041
##
## [[51]]
## [1] -0.0741227
##
## [[52]]
## [1] -0.1515926
##
## [[53]]
## [1] -2.006355
##
## [[54]]
## [1] 0.2489619
##
## [[55]]
## [1] NA
##
## [[56]]
## [1] NA
##
## [[57]]
## [1] -0.2844895
##
## [[58]]
## [1] 0.3024644
##
## [[59]]
## [1] 0.2433283
##
## [[60]]
## [1] 0.2210584
##
## [[61]]
## [1] 0.2697113
##
## [[62]]
## [1] 0.4548172
##
## [[63]]
## [1] 0.1430979
##
## [[64]]
## [1] 0.2397787
##
## [[65]]
## [1] -0.1508077
##
## [[66]]
## [1] -1.748272
##
## [[67]]
## [1] 0.2762507
##
## [[68]]
## [1] 0.3649216
##
## [[69]]
## [1] 0.2154932
##
## [[70]]
## [1] -1.961083
##
## [[71]]
## [1] -0.004974386
##
## [[72]]
## [1] -2.537975
##
## [[73]]
## [1] -1.589535
##
## [[74]]
## [1] 0.3751256
##
## [[75]]
## [1] -2.786546
##
## [[76]]
## [1] 0.3186377
##
## [[77]]
## [1] -1.93623
##
## [[78]]
## [1] 0.160659
##
## [[79]]
## [1] 0.2838394
##
## [[80]]
## [1] -3.138551
##
## [[81]]
## [1] -2.485839
##
## [[82]]
## [1] -2.56108
##
## [[83]]
## [1] -0.1517776
##
## [[84]]
## [1] -1.65646
##
## [[85]]
## [1] -2.64829
##
## [[86]]
## [1] -0.5431316
##
## [[87]]
## [1] -2.751344
##
## [[88]]
## [1] 0.02301303
##
## [[89]]
## [1] -3.669728
##
## [[90]]
## [1] 0.2529897
##
## [[91]]
## [1] 0.2921524
##
## [[92]]
## [1] NA
##
## [[93]]
## [1] 0.4460908
##
## [[94]]
## [1] -3.199353
##
## [[95]]
## [1] 0.1377067
##
## [[96]]
## [1] -2.75171
##
## [[97]]
## [1] -0.2487789
##
## [[98]]
## [1] -1.856802
##
## [[99]]
## [1] -0.09212168
##
## [[100]]
## [1] -1.908192
##
## [[101]]
## [1] -0.1245878
##
## [[102]]
## [1] -0.5963549
##
## [[103]]
## [1] -2.315099
##
## [[104]]
## [1] -0.01605994
##
## [[105]]
## [1] -1.714286
##
## [[106]]
## [1] -2.628381
##
## [[107]]
## [1] -0.04834159
##
## [[108]]
## [1] 0.5160686
##
## [[109]]
## [1] 0.3092934
##
## [[110]]
## [1] -0.07672809
##
## [[111]]
## [1] -0.08039067
##
## [[112]]
## [1] -2.941397
##
## [[113]]
## [1] -2.275982
##
## [[114]]
## [1] -0.8630563
##
## [[115]]
## [1] -0.02585709
##
## [[116]]
## [1] -2.100592
##
## [[117]]
## [1] -3.253764
##
## [[118]]
## [1] -1.521959
##
## [[119]]
## [1] -3.086239
##
## [[120]]
## [1] -2.369376
##
## [[121]]
## [1] -1.86798
##
## [[122]]
## [1] -2.714887
##
## [[123]]
## [1] 0.04102698
##
## [[124]]
## [1] -3.243538
##
## [[125]]
## [1] -2.206619
##
## [[126]]
## [1] -3.5296
##
## [[127]]
## [1] -0.07324339
##
## [[128]]
## [1] -2.052248
##
## [[129]]
## [1] -2.425813
##
## [[130]]
## [1] -0.3651481
##
## [[131]]
## [1] -2.404623
##
## [[132]]
## [1] NA
##
## [[133]]
## [1] -2.301695
##
## [[134]]
## [1] -1.070228
##
## [[135]]
## [1] NA
##
## [[136]]
## [1] NA
##
## [[137]]
## [1] 0.05615213
##
## [[138]]
## [1] -3.992006
##
## [[139]]
## [1] -0.101788
##
## [[140]]
## [1] -0.1816978
##
## [[141]]
## [1] -2.664309
##
## [[142]]
## [1] -0.8744096
##
## [[143]]
## [1] NA
##
## [[144]]
## [1] -3.655089
##
## [[145]]
## [1] -4.169192
##
## [[146]]
## [1] -0.333165
##
## [[147]]
## [1] -0.2681321
##
## [[148]]
## [1] NA
##
## [[149]]
## [1] -0.140269
##
## [[150]]
## [1] -2.780466
##
## [[151]]
## [1] -1.387414
##
## [[152]]
## [1] -0.1297782
##
## [[153]]
## [1] -0.5238035
##
## [[154]]
## [1] -0.4034411
##
## [[155]]
## [1] -0.6724053
##
## [[156]]
## [1] NA
##
## [[157]]
## [1] NA
##
## [[158]]
## [1] -1.886053
##
## [[159]]
## [1] -0.2454721
##
## [[160]]
## [1] -2.618411
##
## [[161]]
## [1] -0.2865566
##
## [[162]]
## [1] 0.02032689
##
## [[163]]
## [1] 0.03160455
##
## [[164]]
## [1] -2.314949
##
## [[165]]
## [1] -0.02709394
##
## [[166]]
## [1] -1.30057
##
## [[167]]
## [1] -0.1342563
##
## [[168]]
## [1] NA
##
## [[169]]
## [1] -0.5126616
##
## [[170]]
## [1] -0.2482312
##
## [[171]]
## [1] -3.486591
##
## [[172]]
## [1] -0.1178376
##
## [[173]]
## [1] 0.01810817
##
## [[174]]
## [1] -1.388484
##
## [[175]]
## [1] -3.205547
##
## [[176]]
## [1] -2.208804
##
## [[177]]
## [1] 0.0549831
##
## [[178]]
## [1] -0.04167125
##
## [[179]]
## [1] -0.3927165
##
## [[180]]
## [1] -1.290317
##
## [[181]]
## [1] -0.6493949
##
## [[182]]
## [1] 0.004289143
##
## [[183]]
## [1] -3.697629
##
## [[184]]
## [1] -2.455262
##
## [[185]]
## [1] -3.628804
##
## [[186]]
## [1] 0.04176574
##
## [[187]]
## [1] 0.04153566
##
## [[188]]
## [1] -0.3386189
##
## [[189]]
## [1] 0.271933
##
## [[190]]
## [1] -0.02871962
##
## [[191]]
## [1] -0.7558053
##
## [[192]]
## [1] -0.08183804
##
## [[193]]
## [1] -0.3630623
##
## [[194]]
## [1] -1.594972
##
## [[195]]
## [1] NA
##
## [[196]]
## [1] NA
##
## [[197]]
## [1] NA
##
## [[198]]
## [1] NA
##
## [[199]]
## [1] NA
##
## [[200]]
## [1] NAvalmergesm2## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897187 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID familyID family_horizon rain_thr
## 1 1 108 149478 149478 -9999 0 0.000000
## 2 1 108 149478 149478 -9999 0 0.000000
## 3 1 108 149478 149478 -9999 0 11.827744
## 4 1 108 149478 149478 -9999 0 18.687744
## 5 1 108 149478 149478 -9999 0 0.000000
## 6 1 108 149478 149478 -9999 0 5.537744
## 7 1 108 149478 149478 -9999 0 15.827744
## 8 1 108 149478 149478 -9999 0 0.000000
## 9 1 108 149478 149478 -9999 0 0.000000
## 10 1 108 149478 149478 -9999 0 0.000000
## 11 1 108 149478 149478 -9999 0 0.000000
## 12 1 108 149478 149478 -9999 0 0.000000
## 13 1 108 149478 149478 -9999 0 0.000000
## 14 1 108 149478 149478 -9999 0 0.000000
## 15 1 108 149478 149478 -9999 0 0.000000
## 16 1 108 149478 149478 -9999 0 0.000000
## 17 1 108 149478 149478 -9999 0 0.000000
## 18 1 108 149478 149478 -9999 0 0.000000
## 19 1 108 149478 149478 -9999 0 0.000000
## 20 1 108 149478 149478 -9999 0 0.000000
## 21 1 108 149478 149478 -9999 0 0.000000
## 22 1 108 149478 149478 -9999 0 0.000000
## 23 1 108 149478 149478 -9999 0 0.949237
## 24 1 108 149478 149478 -9999 0 0.588167
## 25 1 108 149478 149478 -9999 0 7.148167
## 26 1 108 149478 149478 -9999 0 52.728167
## 27 1 108 149478 149478 -9999 0 22.578167
## 28 1 108 149478 149478 -9999 0 0.000000
## 29 1 108 149478 149478 -9999 0 0.000000
## 30 1 108 149478 149478 -9999 0 0.000000
## 31 1 108 149478 149478 -9999 0 0.838341
## 32 1 108 149478 149478 -9999 0 0.000000
## 33 1 108 149478 149478 -9999 0 0.000000
## 34 1 108 149478 149478 -9999 0 0.000000
## 35 1 108 149478 149478 -9999 0 0.000000
## 36 1 108 149478 149478 -9999 0 0.000000
## 37 1 108 149478 149478 -9999 0 16.708428
## 38 1 108 149478 149478 -9999 0 0.000000
## 39 1 108 149478 149478 -9999 0 0.000000
## 40 1 108 149478 149478 -9999 0 0.000000
## 41 1 108 149478 149478 -9999 0 0.000000
## 42 1 108 149478 149478 -9999 0 14.508901
## 43 1 108 149478 149478 -9999 0 13.068901
## 44 1 108 149478 149478 -9999 0 0.000000
## 45 1 108 149478 149478 -9999 0 0.000000
## 46 1 108 149478 149478 -9999 0 0.000000
## 47 1 108 149478 149478 -9999 0 2.829320
## 48 1 108 149478 149478 -9999 0 0.000000
## 49 1 108 149478 149478 -9999 0 7.625462
## 50 1 108 149478 149478 -9999 0 29.926092
## 51 1 108 149478 149478 -9999 0 0.000000
## 52 1 108 149478 149478 -9999 0 20.459320
## 53 1 108 149478 149478 -9999 0 23.489320
## 54 1 108 149478 149478 -9999 0 0.000000
## 55 1 108 149478 149478 -9999 0 11.939693
## 56 1 108 149478 149478 -9999 0 92.539693
## 57 1 108 149478 149478 -9999 0 42.509693
## 58 1 108 149478 149478 -9999 0 9.109693
## 59 1 108 149478 149478 -9999 0 0.000000
## 60 1 108 149478 149478 -9999 0 5.459693
## 61 1 108 149478 149478 -9999 0 0.000000
## 62 1 108 149478 149478 -9999 0 0.000000
## 63 1 108 149478 149478 -9999 0 6.710180
## 64 1 108 149478 149478 -9999 0 5.110180
## 65 1 108 149478 149478 -9999 0 3.090180
## 66 1 108 149478 149478 -9999 0 13.310180
## 67 1 108 149478 149478 -9999 0 7.400180
## 68 1 108 149478 149478 -9999 0 0.000000
## 69 1 108 149478 149478 -9999 0 0.510180
## 70 1 108 149478 149478 -9999 0 1.380180
## 71 1 108 149478 149478 -9999 0 9.030593
## 72 1 108 149478 149478 -9999 0 1.920593
## 73 1 108 149478 149478 -9999 0 5.920593
## 74 1 108 149478 149478 -9999 0 47.810593
## 75 1 108 149478 149478 -9999 0 16.540593
## 76 1 108 149478 149478 -9999 0 0.000000
## 77 1 108 149478 149478 -9999 0 0.000000
## 78 1 108 149478 149478 -9999 0 0.000000
## 79 1 108 149478 149478 -9999 0 2.180947
## 80 1 108 149478 149478 -9999 0 11.330947
## 81 1 108 149478 149478 -9999 0 0.000000
## 82 1 108 149478 149478 -9999 0 0.000000
## 83 1 108 149478 149478 -9999 0 0.000000
## 84 1 108 149478 149478 -9999 0 8.900947
## 85 1 108 149478 149478 -9999 0 17.330947
## 86 1 108 149478 149478 -9999 0 5.920947
## 87 1 108 149478 149478 -9999 0 0.000000
## 88 1 108 149478 149478 -9999 0 0.000000
## 89 1 108 149478 149478 -9999 0 0.000000
## 90 1 108 149478 149478 -9999 0 3.871250
## 91 1 108 149478 149478 -9999 0 7.901250
## 92 1 108 149478 149478 -9999 0 0.000000
## 93 1 108 149478 149478 -9999 0 10.941250
## 94 1 108 149478 149478 -9999 0 1.091250
## 95 1 108 149478 149478 -9999 0 0.000000
## 96 1 108 149478 149478 -9999 0 0.000000
## 97 1 108 149478 149478 -9999 0 0.000000
## 98 1 108 149478 149478 -9999 0 21.471512
## 99 1 108 149478 149478 -9999 0 0.000000
## 100 1 108 149478 149478 -9999 0 0.000000
## 101 1 108 149478 149478 -9999 0 0.000000
## 102 1 108 149478 149478 -9999 0 0.000000
## 103 1 108 149478 149478 -9999 0 20.421737
## 104 1 108 149478 149478 -9999 0 0.000000
## 105 1 108 149478 149478 -9999 0 0.000000
## 106 1 108 149478 149478 -9999 0 0.000000
## 107 1 108 149478 149478 -9999 0 0.000000
## 108 1 108 149478 149478 -9999 0 8.361737
## 109 1 108 149478 149478 -9999 0 0.000000
## 110 1 108 149478 149478 -9999 0 0.000000
## 111 1 108 149478 149478 -9999 0 17.131931
## 112 1 108 149478 149478 -9999 0 2.321931
## 113 1 108 149478 149478 -9999 0 1.731931
## 114 1 108 149478 149478 -9999 0 0.231931
## 115 1 108 149478 149478 -9999 0 0.000000
## 116 1 108 149478 149478 -9999 0 0.000000
## 117 1 108 149478 149478 -9999 0 0.000000
## 118 1 108 149478 149478 -9999 0 0.000000
## 119 1 108 149478 149478 -9999 0 1.342097
## 120 1 108 149478 149478 -9999 0 38.152097
## 121 1 108 149478 149478 -9999 0 0.000000
## 122 1 108 149478 149478 -9999 0 0.000000
## 123 1 108 149478 149478 -9999 0 0.000000
## 124 1 108 149478 149478 -9999 0 0.000000
## 125 1 108 149478 149478 -9999 0 0.000000
## 126 1 108 149478 149478 -9999 0 0.000000
## 127 1 108 149478 149478 -9999 0 35.012239
## 128 1 108 149478 149478 -9999 0 38.542239
## 129 1 108 149478 149478 -9999 0 12.462239
## 130 1 108 149478 149478 -9999 0 0.000000
## 131 1 108 149478 149478 -9999 0 10.282239
## 132 1 108 149478 149478 -9999 0 0.000000
## 133 1 108 149478 149478 -9999 0 0.000000
## 134 1 108 149478 149478 -9999 0 0.000000
## 135 1 108 149478 149478 -9999 0 0.000000
## 136 1 108 149478 149478 -9999 0 0.000000
## 137 1 108 149478 149478 -9999 0 0.000000
## 138 1 108 149478 149478 -9999 0 0.000000
## 139 1 108 149478 149478 -9999 0 0.000000
## 140 1 108 149478 149478 -9999 0 1.432322
## 141 1 108 149478 149478 -9999 0 0.000000
## 142 1 108 149478 149478 -9999 0 1.962322
## 143 1 108 149478 149478 -9999 0 7.282428
## 144 1 108 149478 149478 -9999 0 0.000000
## 145 1 108 149478 149478 -9999 0 4.532428
## 146 1 108 149478 149478 -9999 0 0.000000
## 147 1 108 149478 149478 -9999 0 0.000000
## 148 1 108 149478 149478 -9999 0 0.000000
## 149 1 108 149478 149478 -9999 0 0.000000
## 150 1 108 149478 149478 -9999 0 32.682428
## detention_store sat_def_z sat_def rz_storage potential_rz_store
## 1 0 1238.9562 538.9460 75.35613 207.6024
## 2 0 1245.4851 541.7860 73.91367 207.6024
## 3 0 1251.3625 544.3427 82.61752 207.6024
## 4 0 1251.5588 544.4281 93.64671 207.6024
## 5 0 1245.1093 541.6226 89.23376 207.6024
## 6 0 1237.9424 538.5049 90.12704 207.6024
## 7 0 1232.5614 536.1642 96.00214 207.6024
## 8 0 1224.8379 532.8045 90.50394 207.6024
## 9 0 1220.8100 531.0523 87.14876 207.6024
## 10 0 1228.1320 534.2374 84.48984 207.6024
## 11 0 1236.9480 538.0724 82.44623 207.6024
## 12 0 1246.5680 542.2571 80.72138 207.6024
## 13 0 1256.4403 546.5515 79.12354 207.6024
## 14 0 1266.6243 550.9816 77.89543 207.6024
## 15 0 1277.9014 555.8871 76.94948 207.6024
## 16 0 1289.0581 560.7403 76.03768 207.6024
## 17 0 1298.6676 564.9204 75.05832 207.6024
## 18 0 1308.9435 569.3904 74.17925 207.6024
## 19 0 1319.2484 573.8730 73.52326 207.6024
## 20 0 1329.4461 578.3091 72.79024 207.6024
## 21 0 1339.3046 582.5975 72.06206 207.6024
## 22 0 1348.8267 586.7396 71.31668 207.6024
## 23 0 1357.5928 590.5529 71.71722 207.6024
## 24 0 1365.5534 594.0157 71.82034 207.6024
## 25 0 1372.5404 597.0551 77.14270 207.6024
## 26 0 1364.1954 593.4250 91.59300 207.6024
## 27 0 1330.5996 578.8108 97.92452 207.6024
## 28 0 1274.7858 554.5318 91.66125 207.6024
## 29 0 1270.2114 552.5419 87.86516 207.6024
## 30 0 1268.0312 551.5936 85.07002 207.6024
## 31 0 1273.7427 554.0781 83.82303 207.6024
## 32 0 1279.8162 556.7201 82.06635 207.6024
## 33 0 1288.4074 560.4572 80.32419 207.6024
## 34 0 1297.0708 564.2258 78.63646 207.6024
## 35 0 1304.9468 567.6518 77.04843 207.6024
## 36 0 1313.2100 571.2463 75.49933 207.6024
## 37 0 1320.5176 574.4252 87.45809 207.6024
## 38 0 1323.0274 575.5169 84.65340 207.6024
## 39 0 1324.5148 576.1639 82.45817 207.6024
## 40 0 1330.8799 578.9328 80.45193 207.6024
## 41 0 1337.8366 581.9589 78.79927 207.6024
## 42 0 1344.5913 584.8972 88.54294 207.6024
## 43 0 1345.4619 585.2759 94.04043 207.6024
## 44 0 1340.1722 582.9749 89.33732 207.6024
## 45 0 1335.2067 580.8149 86.22365 207.6024
## 46 0 1336.9932 581.5920 83.59177 207.6024
## 47 0 1340.1974 582.9859 84.12044 207.6024
## 48 0 1344.7696 584.9748 82.23884 207.6024
## 49 0 1348.6651 586.6693 86.47534 207.6024
## 50 0 1340.7722 583.2359 97.93112 207.6024
## 51 0 1321.5564 574.8770 91.35302 207.6024
## 52 0 1300.4197 565.6826 97.65735 207.6024
## 53 0 1248.9644 543.2995 97.04042 207.6024
## 54 0 1205.0027 524.1762 90.79314 207.6024
## 55 0 1203.4399 523.4963 94.61101 207.6024
## 56 0 956.9077 416.2549 61.11448 207.6024
## 57 0 541.5512 235.5748 92.95709 207.6024
## 58 0 737.8002 320.9431 119.97247 207.6024
## 59 0 724.6819 315.2366 97.28541 207.6024
## 60 0 777.4382 338.1856 94.44909 207.6024
## 61 0 799.8831 347.9491 89.12485 207.6024
## 62 0 834.4804 362.9990 85.84048 207.6024
## 63 0 869.1568 378.0832 88.56297 207.6024
## 64 0 883.9032 384.4979 89.41255 207.6024
## 65 0 895.5281 389.5547 88.66200 207.6024
## 66 0 899.4179 391.2468 94.22273 207.6024
## 67 0 887.0024 385.8460 94.03065 207.6024
## 68 0 883.4159 384.2859 88.99910 207.6024
## 69 0 910.1620 395.9205 86.60266 207.6024
## 70 0 928.1015 403.7242 85.44175 207.6024
## 71 0 934.4359 406.4796 89.80527 207.6024
## 72 0 926.9252 403.2125 88.14807 207.6024
## 73 0 932.5592 405.6633 89.65690 207.6024
## 74 0 824.0570 358.4648 76.70795 207.6024
## 75 0 695.2656 302.4405 88.30077 207.6024
## 76 0 744.0265 323.6515 85.32156 207.6024
## 77 0 739.0481 321.4859 82.58847 207.6024
## 78 0 766.9354 333.6169 80.14224 207.6024
## 79 0 777.7038 338.3012 80.75127 207.6024
## 80 0 779.7481 339.1904 87.90013 207.6024
## 81 0 777.1828 338.0745 85.11586 207.6024
## 82 0 785.5741 341.7248 83.08615 207.6024
## 83 0 797.2597 346.8080 80.89499 207.6024
## 84 0 797.7737 347.0315 86.32493 207.6024
## 85 0 777.6240 338.2665 94.96282 207.6024
## 86 0 744.4646 323.8421 93.62725 207.6024
## 87 0 737.5310 320.8260 88.98368 207.6024
## 88 0 751.7649 327.0177 85.93907 207.6024
## 89 0 759.1699 330.2389 82.82719 207.6024
## 90 0 764.8249 332.6988 84.26465 207.6024
## 91 0 758.7994 330.0777 88.22094 207.6024
## 92 0 753.3507 327.7075 84.57361 207.6024
## 93 0 751.4918 326.8989 90.41354 207.6024
## 94 0 737.3697 320.7558 88.00551 207.6024
## 95 0 742.4334 322.9585 85.41844 207.6024
## 96 0 753.8208 327.9120 83.02013 207.6024
## 97 0 759.8460 330.5330 80.82646 207.6024
## 98 0 724.6147 315.2074 94.04227 207.6024
## 99 0 701.7818 305.2751 89.29530 207.6024
## 100 0 716.2270 311.5587 86.11199 207.6024
## 101 0 729.3873 317.2835 83.40846 207.6024
## 102 0 743.6413 323.4840 80.70950 207.6024
## 103 0 716.6651 311.7493 93.43115 207.6024
## 104 0 693.6976 301.7585 88.69475 207.6024
## 105 0 710.2237 308.9473 84.92790 207.6024
## 106 0 721.6997 313.9394 81.69461 207.6024
## 107 0 732.6281 318.6932 79.04454 207.6024
## 108 0 742.1981 322.8562 84.43586 207.6024
## 109 0 734.5863 319.5450 82.14947 207.6024
## 110 0 741.7775 322.6732 79.61675 207.6024
## 111 0 719.0989 312.8080 90.82696 207.6024
## 112 0 698.2633 303.7446 89.10423 207.6024
## 113 0 706.6406 307.3887 87.53023 207.6024
## 114 0 716.7286 311.7769 85.32382 207.6024
## 115 0 728.3865 316.8481 82.39487 207.6024
## 116 0 741.1107 322.3831 79.86792 207.6024
## 117 0 753.8526 327.9259 77.44540 207.6024
## 118 0 760.8829 330.9841 75.32229 207.6024
## 119 0 768.0645 334.1081 75.78894 207.6024
## 120 0 672.0432 292.3388 97.76129 207.6024
## 121 0 640.2876 278.5251 91.55204 207.6024
## 122 0 670.7409 291.7723 86.84616 207.6024
## 123 0 692.6473 301.3016 82.93198 207.6024
## 124 0 707.4415 307.7370 80.84340 207.6024
## 125 0 720.7705 313.5352 78.36080 207.6024
## 126 0 735.4555 319.9232 76.26574 207.6024
## 127 0 703.3205 305.9444 97.25924 207.6024
## 128 0 399.8742 173.9453 134.15576 207.6024
## 129 0 538.5766 234.2808 66.28169 207.6024
## 130 0 474.3783 206.3546 73.21153 207.6024
## 131 0 523.3258 227.6467 85.80355 207.6024
## 132 0 522.4742 227.2763 82.71669 207.6024
## 133 0 564.1480 245.4044 79.92388 207.6024
## 134 0 589.3335 256.3601 77.66504 207.6024
## 135 0 604.4231 262.9240 75.30204 207.6024
## 136 0 622.3088 270.7043 73.03258 207.6024
## 137 0 635.7003 276.5296 70.98240 207.6024
## 138 0 649.8956 282.7046 69.19241 207.6024
## 139 0 660.4321 287.2880 67.47243 207.6024
## 140 0 669.5388 291.2494 68.42582 207.6024
## 141 0 678.0005 294.9302 67.21793 207.6024
## 142 0 687.2093 298.9360 68.61059 207.6024
## 143 0 683.9804 297.5315 74.24290 207.6024
## 144 0 684.7083 297.8481 72.27401 207.6024
## 145 0 690.3267 300.2921 75.49248 207.6024
## 146 0 694.5163 302.1146 73.32130 207.6024
## 147 0 708.5168 308.2048 71.39405 207.6024
## 148 0 722.1684 314.1432 69.50503 207.6024
## 149 0 735.7111 320.0343 67.76100 207.6024
## 150 0 691.3321 300.7295 91.85525 207.6024
## rz_field_capacity rz_wilting_point unsat_stor rz_drainage unsat_drain
## 1 61.11448 17.041764 116.984783 0.671953 0.481248
## 2 61.11448 17.041764 117.824561 0.562312 0.476917
## 3 61.11448 17.041764 119.120583 1.085657 0.480345
## 4 61.11448 17.041764 123.141603 4.449247 0.579427
## 5 61.11448 17.041764 126.544701 4.209436 0.806338
## 6 61.11448 17.041764 129.142930 3.686422 1.088193
## 7 61.11448 17.041764 134.702885 7.234492 1.674536
## 8 61.11448 17.041764 137.356215 5.122325 2.468995
## 9 61.11448 17.041764 137.817369 3.146619 2.960214
## 10 61.11448 17.041764 138.394492 2.229362 3.076259
## 11 61.11448 17.041764 138.758818 1.692399 2.847981
## 12 61.11448 17.041764 139.069927 1.350054 2.576699
## 13 61.11448 17.041764 139.361795 1.101723 2.312462
## 14 61.11448 17.041764 139.690887 0.924523 2.074851
## 15 61.11448 17.041764 140.170920 0.806310 1.866421
## 16 61.11448 17.041764 140.693648 0.716037 1.678910
## 17 61.11448 17.041764 141.103719 0.633574 1.519848
## 18 61.11448 17.041764 141.605773 0.561174 1.392429
## 19 61.11448 17.041764 142.146464 0.507223 1.276280
## 20 61.11448 17.041764 142.710273 0.462294 1.174483
## 21 61.11448 17.041764 143.266258 0.419009 1.085146
## 22 61.11448 17.041764 143.809304 0.379097 1.007155
## 23 61.11448 17.041764 144.322324 0.371573 0.939467
## 24 61.11448 17.041764 144.811219 0.384043 0.883684
## 25 61.11448 17.041764 145.449155 0.598227 0.843332
## 26 61.11448 17.041764 171.871476 29.222702 2.800381
## 27 61.11448 17.041764 177.777806 12.369225 6.462894
## 28 61.11448 17.041764 173.519932 6.049104 10.306979
## 29 61.11448 17.041764 166.050097 3.493496 13.604955
## 30 61.11448 17.041764 160.993161 2.403107 9.376968
## 31 61.11448 17.041764 157.944543 1.909204 7.148711
## 32 61.11448 17.041764 155.834904 1.591085 5.567902
## 33 61.11448 17.041764 154.467589 1.287648 4.536696
## 34 61.11448 17.041764 153.468016 1.042932 3.753178
## 35 61.11448 17.041764 152.643401 0.849699 3.175775
## 36 61.11448 17.041764 152.036917 0.695760 2.743759
## 37 61.11448 17.041764 152.703553 1.873248 2.497604
## 38 61.11448 17.041764 153.336818 2.290572 2.466586
## 39 61.11448 17.041764 153.312241 1.709481 2.435001
## 40 61.11448 17.041764 153.451812 1.328419 2.353921
## 41 61.11448 17.041764 153.511398 1.061921 2.188254
## 42 61.11448 17.041764 154.815410 2.266548 2.110875
## 43 61.11448 17.041764 158.386304 5.327053 2.384618
## 44 61.11448 17.041764 159.970042 4.320829 2.865469
## 45 61.11448 17.041764 159.854020 2.793669 3.130388
## 46 61.11448 17.041764 159.577148 2.003724 3.180734
## 47 61.11448 17.041764 159.354871 1.807734 3.037932
## 48 61.11448 17.041764 159.216393 1.635870 2.882171
## 49 61.11448 17.041764 159.536998 2.059321 2.749411
## 50 61.11448 17.041764 168.930527 13.269723 4.006549
## 51 61.11448 17.041764 169.050146 5.931631 5.812012
## 52 61.11448 17.041764 171.461595 10.634429 8.222980
## 53 61.11448 17.041764 174.919998 20.072351 16.613948
## 54 61.11448 17.041764 160.123699 5.485985 20.623454
## 55 61.11448 17.041764 153.529408 6.064365 16.185012
## 56 61.11448 17.041764 105.992364 110.144092 172.529680
## 57 61.11448 17.041764 27.910111 3.366767 81.449020
## 58 61.11448 16.878719 1.278937 7.900944 28.157761
## 59 61.11448 17.041764 34.686502 22.188207 0.025843
## 60 61.11448 17.041764 46.681335 7.351379 0.745370
## 61 61.11448 17.041764 52.532590 4.353265 0.935242
## 62 61.11448 17.041764 57.808678 2.697564 1.092802
## 63 61.11448 17.041764 63.294296 2.828309 1.000961
## 64 61.11448 17.041764 67.346817 3.383008 1.021762
## 65 61.11448 17.041764 70.825591 3.310047 1.270248
## 66 61.11448 17.041764 75.263535 5.463647 1.825771
## 67 61.11448 17.041764 78.431431 6.321406 3.153510
## 68 61.11448 17.041764 78.418205 4.229121 5.031945
## 69 61.11448 17.041764 80.164414 2.811971 4.804512
## 70 61.11448 17.041764 81.789261 2.304067 3.176444
## 71 61.11448 17.041764 83.397124 3.116228 2.763558
## 72 61.11448 17.041764 83.672677 3.247965 2.972412
## 73 61.11448 17.041764 84.874650 3.394996 3.560080
## 74 61.11448 17.041764 65.165487 52.548883 79.635148
## 75 61.11448 17.041764 60.237259 2.107205 7.035434
## 76 61.11448 17.041764 37.546721 2.499115 38.849184
## 77 61.11448 17.041764 39.069150 1.790618 0.268188
## 78 61.11448 17.041764 42.813732 1.313745 0.424708
## 79 61.11448 17.041764 44.781298 1.190355 0.372956
## 80 61.11448 17.041764 46.867393 2.236186 0.456067
## 81 61.11448 17.041764 48.594385 2.414524 0.687532
## 82 61.11448 17.041764 50.511717 1.824944 0.954974
## 83 61.11448 17.041764 52.312344 1.417062 0.999932
## 84 61.11448 17.041764 53.509225 1.935382 1.021717
## 85 61.11448 17.041764 57.303800 5.716763 1.922187
## 86 61.11448 17.041764 56.877044 6.239701 6.666457
## 87 61.11448 17.041764 50.745003 4.139718 12.407685
## 88 61.11448 17.041764 50.625708 2.693549 5.463641
## 89 61.11448 17.041764 50.840183 1.882683 3.107557
## 90 61.11448 17.041764 51.237340 1.761941 2.490712
## 91 61.11448 17.041764 51.372754 2.588063 2.452649
## 92 61.11448 17.041764 50.884670 2.378663 3.012927
## 93 61.11448 17.041764 51.179686 3.215325 3.541951
## 94 61.11448 17.041764 50.386699 3.311877 4.104864
## 95 61.11448 17.041764 49.455075 2.474644 5.057454
## 96 61.11448 17.041764 49.796113 1.848607 3.409595
## 97 61.11448 17.041764 49.962953 1.405598 2.374993
## 98 61.11448 17.041764 51.539332 4.561305 2.984926
## 99 61.11448 17.041764 45.030563 4.309841 11.079526
## 100 61.11448 17.041764 43.815941 2.768187 7.005074
## 101 61.11448 17.041764 44.739592 1.968967 3.038297
## 102 61.11448 17.041764 45.947628 1.428564 2.110763
## 103 61.11448 17.041764 47.790714 4.185980 2.342895
## 104 61.11448 17.041764 43.848459 4.026269 7.968524
## 105 61.11448 17.041764 42.328487 2.494326 7.312306
## 106 61.11448 17.041764 43.033039 1.659339 2.705439
## 107 61.11448 17.041764 43.807742 1.164083 1.903452
## 108 61.11448 17.041764 45.078916 1.527406 1.557160
## 109 61.11448 17.041764 45.235156 1.656366 1.500126
## 110 61.11448 17.041764 45.724037 1.239102 1.891955
## 111 61.11448 17.041764 46.669344 2.972574 2.027267
## 112 61.11448 17.041764 44.499291 3.645907 5.815960
## 113 61.11448 17.041764 42.588513 3.008499 7.440189
## 114 61.11448 17.041764 43.198353 2.398512 3.607049
## 115 61.11448 17.041764 44.134031 1.770213 2.573076
## 116 61.11448 17.041764 45.202787 1.277049 1.899027
## 117 61.11448 17.041764 46.294885 0.941876 1.437240
## 118 61.11448 17.041764 46.828444 0.706281 1.123848
## 119 61.11448 17.041764 47.421204 0.637945 0.978128
## 120 61.11448 17.041764 51.908562 9.627768 5.140410
## 121 61.11448 17.041764 24.223570 5.960206 39.483241
## 122 61.11448 17.041764 29.899843 3.266527 0.780610
## 123 61.11448 17.041764 33.504123 1.998216 0.726386
## 124 61.11448 17.041764 35.858618 1.399745 0.658681
## 125 61.11448 17.041764 37.756571 1.059113 0.621087
## 126 61.11448 17.041764 39.568672 0.795020 0.564019
## 127 61.11448 17.041764 45.921903 7.998946 1.645714
## 128 59.58897 17.041764 0.000000 76.513344 66.199727
## 129 61.11448 7.112081 0.003588 118.976352 0.000000
## 130 60.75009 17.041764 0.000000 0.170792 0.003570
## 131 61.11448 16.919808 0.044432 0.970505 0.000000
## 132 61.11448 17.041764 6.728588 1.855689 0.023878
## 133 61.11448 17.041764 11.367382 1.306990 1.023966
## 134 61.11448 17.041764 14.691144 0.957888 0.162819
## 135 61.11448 17.041764 16.796980 0.715864 0.133161
## 136 61.11448 17.041764 18.997082 0.529974 0.128601
## 137 61.11448 17.041764 20.632923 0.396871 0.111162
## 138 61.11448 17.041764 22.263590 0.304593 0.101349
## 139 61.11448 17.041764 23.474194 0.237830 0.090128
## 140 61.11448 17.041764 24.537271 0.225926 0.082576
## 141 61.11448 17.041764 25.555379 0.220650 0.051364
## 142 61.11448 17.041764 26.702675 0.225636 0.040673
## 143 61.11448 17.041764 27.122226 0.399484 0.044810
## 144 61.11448 17.041764 27.577474 0.469323 0.111437
## 145 61.11448 17.041764 28.563928 0.528562 0.126787
## 146 61.11448 17.041764 29.417934 0.546698 0.138733
## 147 61.11448 17.041764 31.104821 0.415882 0.147683
## 148 61.11448 17.041764 32.671289 0.320426 0.135312
## 149 61.11448 17.041764 34.164333 0.248249 0.122991
## 150 61.11448 17.041764 36.933480 2.968495 0.199348
## rz_transfer unsat_transfer sat_transfer sublimation return evap
## 1 0 0 0 0.000000 0 0.000000
## 2 0 0 0 0.000000 0 0.000000
## 3 0 0 0 0.000000 0 0.082256
## 4 0 0 0 0.000000 0 0.082256
## 5 0 0 0 0.000000 0 0.000000
## 6 0 0 0 0.000000 0 0.082256
## 7 0 0 0 0.000000 0 0.082256
## 8 0 0 0 0.000000 0 0.000000
## 9 0 0 0 0.000000 0 0.000000
## 10 0 0 0 0.000000 0 0.000000
## 11 0 0 0 0.000000 0 0.000000
## 12 0 0 0 0.000000 0 0.000000
## 13 0 0 0 0.000000 0 0.000000
## 14 0 0 0 0.000000 0 0.000000
## 15 0 0 0 0.000000 0 0.000000
## 16 0 0 0 0.000000 0 0.000000
## 17 0 0 0 0.000000 0 0.000000
## 18 0 0 0 0.000000 0 0.000000
## 19 0 0 0 0.000000 0 0.000000
## 20 0 0 0 0.000000 0 0.000000
## 21 0 0 0 0.000000 0 0.000000
## 22 0 0 0 0.000000 0 0.000000
## 23 0 0 0 0.210763 0 0.210763
## 24 0 0 0 0.000000 0 0.081833
## 25 0 0 0 0.000000 0 0.081833
## 26 0 0 0 0.000000 0 0.081833
## 27 0 0 0 0.000000 0 0.081833
## 28 0 0 0 0.000000 0 0.000000
## 29 0 0 0 0.000000 0 0.000000
## 30 0 0 0 0.000000 0 0.000000
## 31 0 0 0 0.210087 0 0.291659
## 32 0 0 0 0.000000 0 0.000000
## 33 0 0 0 0.000000 0 0.000000
## 34 0 0 0 0.000000 0 0.000000
## 35 0 0 0 0.000000 0 0.000000
## 36 0 0 0 0.000000 0 0.000000
## 37 0 0 0 0.000000 0 0.081572
## 38 0 0 0 0.000000 0 0.000000
## 39 0 0 0 0.000000 0 0.000000
## 40 0 0 0 0.000000 0 0.000000
## 41 0 0 0 0.000000 0 0.000000
## 42 0 0 0 0.000000 0 0.081099
## 43 0 0 0 0.000000 0 0.081099
## 44 0 0 0 0.000000 0 0.000000
## 45 0 0 0 0.000000 0 0.000000
## 46 0 0 0 0.000000 0 0.000000
## 47 0 0 0 0.000000 0 0.080680
## 48 0 0 0 0.000000 0 0.000000
## 49 0 0 0 0.207766 0 0.207766
## 50 0 0 0 0.000000 0 0.080680
## 51 0 0 0 0.000000 0 0.000000
## 52 0 0 0 0.000000 0 0.080680
## 53 0 0 0 0.000000 0 0.080680
## 54 0 0 0 0.000000 0 0.000000
## 55 0 0 0 0.000000 0 0.080307
## 56 0 0 0 0.000000 0 0.080307
## 57 0 0 0 0.000000 0 0.080307
## 58 0 0 0 0.000000 0 0.080307
## 59 0 0 0 0.000000 0 0.000000
## 60 0 0 0 0.000000 0 0.080307
## 61 0 0 0 0.000000 0 0.000000
## 62 0 0 0 0.000000 0 0.000000
## 63 0 0 0 0.000000 0 0.079820
## 64 0 0 0 0.000000 0 0.079820
## 65 0 0 0 0.000000 0 0.079820
## 66 0 0 0 0.000000 0 0.079820
## 67 0 0 0 0.000000 0 0.079820
## 68 0 0 0 0.000000 0 0.000000
## 69 0 0 0 0.000000 0 0.079820
## 70 0 0 0 0.000000 0 0.079820
## 71 0 0 0 0.000000 0 0.079407
## 72 0 0 0 0.000000 0 0.079407
## 73 0 0 0 0.000000 0 0.079407
## 74 0 0 0 0.000000 0 0.079407
## 75 0 0 0 0.000000 0 0.079407
## 76 0 0 0 0.000000 0 0.000000
## 77 0 0 0 0.000000 0 0.000000
## 78 0 0 0 0.000000 0 0.000000
## 79 0 0 0 0.000000 0 0.079053
## 80 0 0 0 0.000000 0 0.079053
## 81 0 0 0 0.000000 0 0.000000
## 82 0 0 0 0.000000 0 0.000000
## 83 0 0 0 0.000000 0 0.000000
## 84 0 0 0 0.000000 0 0.079053
## 85 0 0 0 0.000000 0 0.079053
## 86 0 0 0 0.000000 0 0.079053
## 87 0 0 0 0.000000 0 0.000000
## 88 0 0 0 0.000000 0 0.000000
## 89 0 0 0 0.000000 0 0.000000
## 90 0 0 0 0.000000 0 0.078750
## 91 0 0 0 0.000000 0 0.078750
## 92 0 0 0 0.000000 0 0.000000
## 93 0 0 0 0.000000 0 0.078750
## 94 0 0 0 0.000000 0 0.078750
## 95 0 0 0 0.000000 0 0.000000
## 96 0 0 0 0.000000 0 0.000000
## 97 0 0 0 0.000000 0 0.000000
## 98 0 0 0 0.000000 0 0.078488
## 99 0 0 0 0.000000 0 0.000000
## 100 0 0 0 0.000000 0 0.000000
## 101 0 0 0 0.000000 0 0.000000
## 102 0 0 0 0.000000 0 0.000000
## 103 0 0 0 0.000000 0 0.078263
## 104 0 0 0 0.000000 0 0.000000
## 105 0 0 0 0.000000 0 0.000000
## 106 0 0 0 0.000000 0 0.000000
## 107 0 0 0 0.000000 0 0.000000
## 108 0 0 0 0.000000 0 0.078263
## 109 0 0 0 0.000000 0 0.000000
## 110 0 0 0 0.000000 0 0.000000
## 111 0 0 0 0.000000 0 0.078069
## 112 0 0 0 0.000000 0 0.078069
## 113 0 0 0 0.000000 0 0.078069
## 114 0 0 0 0.000000 0 0.078069
## 115 0 0 0 0.000000 0 0.000000
## 116 0 0 0 0.000000 0 0.000000
## 117 0 0 0 0.000000 0 0.000000
## 118 0 0 0 0.000000 0 0.000000
## 119 0 0 0 0.000000 0 0.077903
## 120 0 0 0 0.000000 0 0.077903
## 121 0 0 0 0.000000 0 0.000000
## 122 0 0 0 0.000000 0 0.000000
## 123 0 0 0 0.000000 0 0.000000
## 124 0 0 0 0.000000 0 0.000000
## 125 0 0 0 0.000000 0 0.000000
## 126 0 0 0 0.000000 0 0.000000
## 127 0 0 0 0.000000 0 0.077761
## 128 0 0 0 0.000000 0 0.077761
## 129 0 0 0 0.000000 0 0.077761
## 130 0 0 0 0.000000 0 0.000000
## 131 0 0 0 0.000000 0 0.077761
## 132 0 0 0 0.000000 0 0.000000
## 133 0 0 0 0.000000 0 0.000000
## 134 0 0 0 0.000000 0 0.000000
## 135 0 0 0 0.000000 0 0.000000
## 136 0 0 0 0.000000 0 0.000000
## 137 0 0 0 0.000000 0 0.000000
## 138 0 0 0 0.000000 0 0.000000
## 139 0 0 0 0.000000 0 0.000000
## 140 0 0 0 0.000000 0 0.077678
## 141 0 0 0 0.000000 0 0.000000
## 142 0 0 0 0.000000 0 0.077678
## 143 0 0 0 0.000000 0 0.077572
## 144 0 0 0 0.000000 0 0.000000
## 145 0 0 0 0.000000 0 0.077572
## 146 0 0 0 0.000000 0 0.000000
## 147 0 0 0 0.000000 0 0.000000
## 148 0 0 0 0.000000 0 0.000000
## 149 0 0 0 0.000000 0 0.000000
## 150 0 0 0 0.000000 0 0.077572
## evap_surface soil_evap snow snow_melt trans_sat trans_unsat Qin
## 1 0.000000 0.458851 0.000000 0.000000 0 0.164726 868.3944
## 2 0.000000 0.581373 0.000000 0.000000 0 0.298772 864.1891
## 3 0.000000 0.000000 0.000000 0.000000 0 0.000000 861.2987
## 4 0.000000 0.000000 0.000000 0.000000 0 0.000000 862.7235
## 5 0.008484 0.165490 0.000000 0.000000 0 0.038028 868.7287
## 6 0.000000 0.000000 0.000000 0.000000 0 0.000000 875.7058
## 7 0.000000 0.000000 0.000000 0.000000 0 0.000000 878.4683
## 8 0.008484 0.281222 0.000000 0.000000 0 0.094657 882.7049
## 9 0.000000 0.208551 0.000000 0.000000 0 0.000008 884.8855
## 10 0.000000 0.392592 0.000000 0.000000 0 0.036965 877.1093
## 11 0.000000 0.316105 0.000000 0.000000 0 0.035105 869.7527
## 12 0.000000 0.352334 0.000000 0.000000 0 0.022466 863.1338
## 13 0.000000 0.419875 0.000000 0.000000 0 0.076239 856.8885
## 14 0.000000 0.288144 0.000000 0.000000 0 0.015444 850.0229
## 15 0.000000 0.139630 0.000000 0.000000 0 0.000005 843.2641
## 16 0.000000 0.195756 0.000000 0.000000 0 0.000007 836.3577
## 17 0.000000 0.345774 0.000000 0.000000 0 0.000014 831.1007
## 18 0.000000 0.317887 0.000000 0.000000 0 0.000013 825.3989
## 19 0.000000 0.148757 0.000000 0.000000 0 0.000005 819.6401
## 20 0.000000 0.270720 0.000000 0.000000 0 0.000011 813.9571
## 21 0.000000 0.309154 0.000000 0.000000 0 0.000013 808.6182
## 22 0.000000 0.366266 0.000000 0.000000 0 0.000016 803.6080
## 23 0.000000 0.000000 0.000000 0.949237 0 0.007082 799.0637
## 24 0.000000 0.000000 0.000000 0.000000 0 0.000000 795.0169
## 25 0.000000 0.000000 0.000000 0.000000 0 0.000000 791.7023
## 26 0.000000 0.000000 0.000000 0.000000 0 0.000000 799.9493
## 27 0.000000 0.000000 0.000000 0.000000 0 0.000000 829.2983
## 28 0.008484 0.214154 0.000000 0.000000 0 0.000009 876.6958
## 29 0.000000 0.302589 0.000000 0.000000 0 0.000013 862.6353
## 30 0.000000 0.392010 0.000000 0.000000 0 0.000018 858.0583
## 31 0.000000 0.000000 0.000000 0.746508 0 0.025133 850.5044
## 32 0.008484 0.165588 0.000000 0.000000 0 0.000006 845.0584
## 33 0.000000 0.454494 0.000000 0.000000 0 0.000021 839.3122
## 34 0.000000 0.558947 0.000000 0.000000 0 0.085842 833.5083
## 35 0.000000 0.598856 0.000000 0.000000 0 0.139483 828.9288
## 36 0.000000 0.645783 0.000000 0.000000 0 0.207553 824.1449
## 37 0.000000 0.000000 0.000000 0.000000 0 0.000000 820.3691
## 38 0.008484 0.372102 0.000000 0.000000 0 0.142024 819.6142
## 39 0.000000 0.395146 0.000000 0.000000 0 0.090603 820.1036
## 40 0.000000 0.500407 0.000000 0.000000 0 0.177412 815.9618
## 41 0.000000 0.440289 0.000000 0.000000 0 0.150443 811.3519
## 42 0.000000 0.000000 0.000000 0.000000 0 0.000000 807.6262
## 43 0.000000 0.000000 0.000000 0.000000 0 0.000000 807.9458
## 44 0.008484 0.288165 0.000000 0.000000 0 0.094114 812.4758
## 45 0.000000 0.316142 0.000000 0.000000 0 0.003864 816.9909
## 46 0.000000 0.490759 0.000000 0.000000 0 0.137391 814.9991
## 47 0.000000 0.000000 0.000000 0.000000 0 0.000000 811.9670
## 48 0.008484 0.245725 0.000000 0.000000 0 0.000014 808.9922
## 49 0.000000 0.000000 8.956772 7.625462 0 0.013063 806.5790
## 50 0.000000 0.000000 0.000000 17.675135 0 0.061289 812.9544
## 51 0.008484 0.448347 0.000000 0.000000 0 0.198122 828.1397
## 52 0.000000 0.000000 0.000000 0.000000 0 0.000000 842.5825
## 53 0.000000 0.000000 0.000000 0.000000 0 0.000000 876.0781
## 54 0.008484 0.512429 0.000000 0.000000 0 0.248864 903.9733
## 55 0.000000 0.000000 0.000000 0.000000 0 0.000000 894.6693
## 56 0.000000 0.000000 0.000000 0.000000 0 0.000000 1034.3068
## 57 0.000000 0.000000 0.000000 0.000000 0 0.000000 1300.1322
## 58 0.000000 0.000000 0.000000 0.000000 0 0.000000 1165.8708
## 59 0.008484 0.321988 0.000000 0.000000 0 0.176866 1171.2201
## 60 0.000000 0.000000 0.000000 0.000000 0 0.000000 1120.5392
## 61 0.008484 0.550477 0.000000 0.000000 0 0.420495 1109.3495
## 62 0.000000 0.347553 0.000000 0.000000 0 0.239251 1084.1321
## 63 0.000000 0.000000 0.000000 0.000000 0 0.000000 1056.1338
## 64 0.000000 0.000000 0.000000 0.000000 0 0.000000 1049.4773
## 65 0.000000 0.000000 0.000000 0.000000 0 0.000000 1045.5932
## 66 0.000000 0.000000 0.000000 0.000000 0 0.000000 1047.5576
## 67 0.000000 0.000000 0.000000 0.000000 0 0.000000 1060.0522
## 68 0.008484 0.451193 0.000000 0.000000 0 0.351241 1062.7643
## 69 0.000000 0.000000 0.000000 0.000000 0 0.000000 1039.1082
## 70 0.000000 0.000000 0.000000 0.000000 0 0.000000 1024.5420
## 71 0.000000 0.000000 0.000000 0.000000 0 0.000000 1022.0329
## 72 0.000000 0.000000 0.000000 0.000000 0 0.000000 1033.0220
## 73 0.000000 0.000000 0.000000 0.000000 0 0.000000 1030.5732
## 74 0.000000 0.000000 0.000000 0.000000 0 0.000000 1098.9117
## 75 0.000000 0.000000 0.000000 0.000000 0 0.000000 1247.6803
## 76 0.008484 0.325561 0.000000 0.000000 0 0.154533 1142.7679
## 77 0.000000 0.596422 0.000000 0.000000 0 0.346053 1143.9001
## 78 0.000000 0.693206 0.000000 0.000000 0 0.439278 1123.8954
## 79 0.000000 0.000000 0.000000 0.000000 0 0.000000 1118.5474
## 80 0.000000 0.000000 0.000000 0.000000 0 0.000000 1119.8473
## 81 0.008484 0.310420 0.000000 0.000000 0 0.059322 1124.9102
## 82 0.000000 0.204759 0.000000 0.000000 0 0.000012 1120.8219
## 83 0.000000 0.544492 0.000000 0.000000 0 0.229608 1109.7670
## 84 0.000000 0.000000 0.000000 0.000000 0 0.000000 1109.3262
## 85 0.000000 0.000000 0.000000 0.000000 0 0.000000 1131.0351
## 86 0.000000 0.000000 0.000000 0.000000 0 0.000000 1158.2917
## 87 0.008484 0.403212 0.000000 0.000000 0 0.100638 1159.7754
## 88 0.000000 0.341809 0.000000 0.000000 0 0.009253 1140.9776
## 89 0.000000 0.742965 0.000000 0.000000 0 0.486225 1132.6105
## 90 0.000000 0.000000 0.000000 0.000000 0 0.000000 1131.3635
## 91 0.000000 0.000000 0.000000 0.000000 0 0.000000 1138.7604
## 92 0.008484 0.658172 0.000000 0.000000 0 0.610486 1144.4207
## 93 0.000000 0.000000 0.000000 0.000000 0 0.000000 1146.8751
## 94 0.000000 0.000000 0.000000 0.000000 0 0.000000 1156.9364
## 95 0.008484 0.112421 0.000000 0.000000 0 0.000007 1152.9496
## 96 0.000000 0.421140 0.000000 0.000000 0 0.128560 1139.4340
## 97 0.000000 0.511136 0.000000 0.000000 0 0.276934 1136.0099
## 98 0.000000 0.000000 0.000000 0.000000 0 0.000000 1169.0798
## 99 0.008484 0.284427 0.000000 0.000000 0 0.152703 1190.3907
## 100 0.000000 0.288839 0.000000 0.000000 0 0.126289 1169.0883
## 101 0.000000 0.449940 0.000000 0.000000 0 0.284623 1153.7673
## 102 0.000000 0.670279 0.000000 0.000000 0 0.600110 1143.7679
## 103 0.000000 0.000000 0.000000 0.000000 0 0.000000 1169.3020
## 104 0.008484 0.390081 0.000000 0.000000 0 0.320042 1194.1318
## 105 0.000000 0.707684 0.000000 0.000000 0 0.564842 1173.3035
## 106 0.000000 0.833852 0.000000 0.000000 0 0.740095 1159.6587
## 107 0.000000 0.767233 0.000000 0.000000 0 0.718761 1151.3458
## 108 0.000000 0.000000 0.000000 0.000000 0 0.000000 1148.1384
## 109 0.008484 0.356278 0.000000 0.000000 0 0.273741 1155.0585
## 110 0.000000 0.737390 0.000000 0.000000 0 0.556231 1152.1503
## 111 0.000000 0.000000 0.000000 0.000000 0 0.000000 1168.0460
## 112 0.000000 0.000000 0.000000 0.000000 0 0.000000 1193.0384
## 113 0.000000 0.000000 0.000000 0.000000 0 0.000000 1177.7005
## 114 0.000000 0.000000 0.000000 0.000000 0 0.000000 1166.2763
## 115 0.008484 0.642568 0.000000 0.000000 0 0.516170 1156.9799
## 116 0.000000 0.699788 0.000000 0.000000 0 0.550111 1148.1377
## 117 0.000000 0.780837 0.000000 0.000000 0 0.699809 1139.1109
## 118 0.000000 0.730268 0.000000 0.000000 0 0.686559 1135.9657
## 119 0.000000 0.000000 0.000000 0.000000 0 0.000000 1133.1894
## 120 0.000000 0.000000 0.000000 0.000000 0 0.000000 1216.3119
## 121 0.008484 0.220984 0.000000 0.000000 0 0.028054 1257.0192
## 122 0.000000 0.812537 0.000000 0.000000 0 0.626821 1187.8260
## 123 0.000000 1.023759 0.000000 0.000000 0 0.892204 1175.7136
## 124 0.000000 0.374766 0.000000 0.000000 0 0.314064 1166.3825
## 125 0.000000 0.792847 0.000000 0.000000 0 0.630642 1160.6533
## 126 0.000000 0.713381 0.000000 0.000000 0 0.586664 1151.3154
## 127 0.000000 0.000000 0.000000 0.000000 0 0.000000 1181.8904
## 128 0.000000 0.000000 0.000000 0.000000 0 0.000000 1511.2158
## 129 0.000000 0.000000 0.000000 0.000000 0 0.000000 1261.0464
## 130 0.008484 0.427633 0.000000 0.000000 0 0.397053 1339.4465
## 131 0.000000 0.000000 0.000000 0.000000 0 0.000000 1270.4909
## 132 0.008484 0.637929 0.000000 0.000000 0 0.593240 1287.8876
## 133 0.000000 0.769585 0.000000 0.000000 0 0.716239 1249.3325
## 134 0.000000 0.687483 0.000000 0.000000 0 0.613466 1227.6674
## 135 0.000000 0.862563 0.000000 0.000000 0 0.784580 1221.2227
## 136 0.000000 0.914237 0.000000 0.000000 0 0.825248 1212.1053
## 137 0.000000 0.872788 0.000000 0.000000 0 0.780522 1202.1378
## 138 0.000000 0.782715 0.000000 0.000000 0 0.702675 1195.2394
## 139 0.000000 0.800192 0.000000 0.000000 0 0.681959 1190.1168
## 140 0.000000 0.000000 0.000000 0.000000 0 0.000000 1186.4330
## 141 0.008484 0.491359 0.000000 0.000000 0 0.495886 1181.7831
## 142 0.000000 0.000000 0.000000 0.000000 0 0.000000 1178.1801
## 143 0.000000 0.000000 0.000000 0.000000 0 0.000000 1185.2300
## 144 0.008484 0.714958 0.000000 0.000000 0 0.784613 1184.6960
## 145 0.000000 0.000000 0.000000 0.000000 0 0.000000 1181.8725
## 146 0.008484 0.834534 0.000000 0.000000 0 0.789949 1178.5177
## 147 0.000000 0.782337 0.000000 0.000000 0 0.729035 1170.1998
## 148 0.000000 0.832597 0.000000 0.000000 0 0.735997 1159.8054
## 149 0.000000 0.792392 0.000000 0.000000 0 0.703382 1153.5330
## 150 0.000000 0.000000 0.000000 0.000000 0 0.000000 1190.6097
## Qout psn root_zone.S root.depth litter.rain_stor litter.S area
## 1 870.8425 0.144445 0.362983 477.2469 0.000000 0 100
## 2 866.7517 0.347783 0.356035 477.2469 0.000000 0 100
## 3 863.6450 0.417075 0.397960 477.2469 0.008484 1 100
## 4 863.2371 0.295106 0.451087 477.2469 0.008484 1 100
## 5 866.7295 0.133728 0.429830 477.2469 0.000000 0 100
## 6 873.6764 0.317129 0.434133 477.2469 0.008484 1 100
## 7 877.8022 0.331448 0.462433 477.2469 0.008484 1 100
## 8 881.8142 0.174233 0.435948 477.2469 0.000000 0 100
## 9 885.8188 -0.037767 0.419787 477.2469 0.000000 0 100
## 10 881.9466 0.067484 0.406979 477.2469 0.000000 0 100
## 11 874.9157 0.071786 0.397135 477.2469 0.000000 0 100
## 12 868.3575 0.059588 0.388827 477.2469 0.000000 0 100
## 13 861.9927 0.089833 0.381130 477.2469 0.000000 0 100
## 14 855.0484 0.056394 0.375215 477.2469 0.000000 0 100
## 15 848.4959 -0.035933 0.370658 477.2469 0.000000 0 100
## 16 841.4042 -0.030671 0.366266 477.2469 0.000000 0 100
## 17 835.5043 -0.030563 0.361548 477.2469 0.000000 0 100
## 18 829.9281 -0.032191 0.357314 477.2469 0.000000 0 100
## 19 824.0893 -0.030482 0.354154 477.2469 0.000000 0 100
## 20 818.2916 -0.030232 0.350623 477.2469 0.000000 0 100
## 21 812.7697 -0.030837 0.347116 477.2469 0.000000 0 100
## 22 807.5862 -0.031950 0.343525 477.2469 0.000000 0 100
## 23 802.7355 0.046498 0.345455 477.2469 0.008484 1 100
## 24 798.3749 0.229704 0.345951 477.2469 0.008484 1 100
## 25 794.7020 0.198660 0.371589 477.2469 0.008484 1 100
## 26 799.1197 0.269813 0.441194 477.2469 0.008484 1 100
## 27 821.1470 0.267658 0.471693 477.2469 0.008484 1 100
## 28 862.7237 -0.035582 0.441523 477.2469 0.000000 0 100
## 29 871.6087 -0.033517 0.423238 477.2469 0.000000 0 100
## 30 864.5699 -0.035263 0.409774 477.2469 0.000000 0 100
## 31 857.9468 0.072520 0.403767 477.2469 0.008484 1 100
## 32 851.4011 -0.032193 0.395305 477.2469 0.000000 0 100
## 33 845.7044 -0.032692 0.386914 477.2469 0.000000 0 100
## 34 839.3194 0.117285 0.378784 477.2469 0.000000 0 100
## 35 834.0292 0.183954 0.371135 477.2469 0.000000 0 100
## 36 829.0416 0.314275 0.363673 477.2469 0.000000 0 100
## 37 824.7545 0.221105 0.421277 477.2469 0.008484 1 100
## 38 822.3632 0.179697 0.407767 477.2469 0.000000 0 100
## 39 822.4847 0.102364 0.397193 477.2469 0.000000 0 100
## 40 819.9195 0.146093 0.387529 477.2469 0.000000 0 100
## 41 815.3804 0.135952 0.379568 477.2469 0.000000 0 100
## 42 811.5270 0.149920 0.426503 477.2469 0.008484 1 100
## 43 810.0806 0.178922 0.452983 477.2469 0.008484 1 100
## 44 812.9119 0.144426 0.430329 477.2469 0.000000 0 100
## 45 817.7406 0.031345 0.415331 477.2469 0.000000 0 100
## 46 818.0568 0.115652 0.402653 477.2469 0.000000 0 100
## 47 815.3908 0.215148 0.405200 477.2469 0.008484 1 100
## 48 812.7554 -0.035046 0.396136 477.2469 0.000000 0 100
## 49 810.0122 0.085479 0.416543 477.2469 0.008484 1 100
## 50 813.3972 0.126428 0.471724 477.2469 0.008484 1 100
## 51 825.5929 0.216735 0.440038 477.2469 0.000000 0 100
## 52 841.6110 0.244571 0.470406 477.2469 0.008484 1 100
## 53 870.3090 0.351298 0.467434 477.2469 0.008484 1 100
## 54 905.1322 0.259437 0.437342 477.2469 0.000000 0 100
## 55 906.6482 0.296333 0.455732 477.2469 0.008484 1 100
## 56 1084.7465 0.391070 0.294382 477.2469 0.008484 1 100
## 57 1200.9012 0.438196 0.447765 477.2469 0.008484 1 100
## 58 1258.4002 0.499065 0.577895 477.2469 0.008484 1 100
## 59 1154.2943 0.387591 0.468614 477.2469 0.000000 0 100
## 60 1138.8448 0.556629 0.454952 477.2469 0.008484 1 100
## 61 1117.6150 0.825984 0.429306 477.2469 0.000000 0 100
## 62 1096.6034 0.677479 0.413485 477.2469 0.000000 0 100
## 63 1068.5608 0.515405 0.426599 477.2469 0.008484 1 100
## 64 1055.2225 0.522372 0.430691 477.2469 0.008484 1 100
## 65 1050.4813 0.544466 0.427076 477.2469 0.008484 1 100
## 66 1050.2754 0.610422 0.453862 477.2469 0.008484 1 100
## 67 1057.8050 0.714640 0.452936 477.2469 0.008484 1 100
## 68 1065.4465 0.866775 0.428700 477.2469 0.000000 0 100
## 69 1051.8085 0.851973 0.417156 477.2469 0.008484 1 100
## 70 1033.0250 0.843004 0.411564 477.2469 0.008484 1 100
## 71 1026.2967 0.496604 0.432583 477.2469 0.008484 1 100
## 72 1032.7272 0.458056 0.424600 477.2469 0.008484 1 100
## 73 1035.2170 0.424088 0.431868 477.2469 0.008484 1 100
## 74 1123.9713 0.296508 0.369495 477.2469 0.008484 1 100
## 75 1198.6915 0.425296 0.425336 477.2469 0.008484 1 100
## 76 1189.1686 0.247079 0.410985 477.2469 0.000000 0 100
## 77 1142.0027 0.365293 0.397820 477.2469 0.000000 0 100
## 78 1133.5955 0.471871 0.386037 477.2469 0.000000 0 100
## 79 1122.4545 0.389124 0.388971 477.2469 0.008484 1 100
## 80 1120.8867 0.314816 0.423406 477.2469 0.008484 1 100
## 81 1124.4819 0.127498 0.409995 477.2469 0.000000 0 100
## 82 1124.3797 -0.038656 0.400218 477.2469 0.000000 0 100
## 83 1114.4667 0.192917 0.389663 477.2469 0.000000 0 100
## 84 1110.2882 0.256452 0.415819 477.2469 0.008484 1 100
## 85 1124.1922 0.288130 0.457426 477.2469 0.008484 1 100
## 86 1150.5338 0.152423 0.450993 477.2469 0.008484 1 100
## 87 1167.0310 0.186977 0.428625 477.2469 0.000000 0 100
## 88 1149.9823 0.108639 0.413960 477.2469 0.000000 0 100
## 89 1137.4999 0.444265 0.398970 477.2469 0.000000 0 100
## 90 1135.1882 0.750351 0.405894 477.2469 0.008484 1 100
## 91 1138.5919 1.057628 0.424951 477.2469 0.008484 1 100
## 92 1144.9173 1.066456 0.407383 477.2469 0.000000 0 100
## 93 1148.9867 0.660225 0.435513 477.2469 0.008484 1 100
## 94 1154.8982 0.763478 0.423914 477.2469 0.008484 1 100
## 95 1158.5586 -0.034644 0.411452 477.2469 0.000000 0 100
## 96 1145.8951 0.201997 0.399900 477.2469 0.000000 0 100
## 97 1139.8697 0.279028 0.389333 477.2469 0.000000 0 100
## 98 1156.7391 0.304594 0.452992 477.2469 0.008484 1 100
## 99 1191.2770 0.300762 0.430127 477.2469 0.000000 0 100
## 100 1179.3548 0.242928 0.414793 477.2469 0.000000 0 100
## 101 1160.5373 0.385157 0.401770 477.2469 0.000000 0 100
## 102 1150.1889 0.962541 0.388770 477.2469 0.000000 0 100
## 103 1159.9103 0.989164 0.450049 477.2469 0.008484 1 100
## 104 1192.1095 0.689239 0.427234 477.2469 0.000000 0 100
## 105 1184.5067 0.684223 0.409089 477.2469 0.000000 0 100
## 106 1165.6056 0.731566 0.393515 477.2469 0.000000 0 100
## 107 1156.4891 0.794620 0.380750 477.2469 0.000000 0 100
## 108 1152.5576 0.780006 0.406719 477.2469 0.008484 1 100
## 109 1153.2475 0.258224 0.395706 477.2469 0.000000 0 100
## 110 1156.0287 0.253151 0.383506 477.2469 0.000000 0 100
## 111 1160.2080 0.112732 0.437504 477.2469 0.008484 1 100
## 112 1189.7908 0.117095 0.429206 477.2469 0.008484 1 100
## 113 1186.2639 -0.108908 0.421624 477.2469 0.008484 1 100
## 114 1172.4532 -0.050704 0.410996 477.2469 0.008484 1 100
## 115 1162.8856 0.231213 0.396888 477.2469 0.000000 0 100
## 116 1153.8811 0.192887 0.384716 477.2469 0.000000 0 100
## 117 1144.5034 0.539598 0.373047 477.2469 0.000000 0 100
## 118 1139.1967 0.569637 0.362820 477.2469 0.000000 0 100
## 119 1136.3586 0.569073 0.365068 477.2469 0.008484 1 100
## 120 1179.6830 0.152833 0.470906 477.2469 0.008484 1 100
## 121 1276.8507 -0.464449 0.440997 477.2469 0.000000 0 100
## 122 1198.6634 0.003268 0.418329 477.2469 0.000000 0 100
## 123 1183.6368 0.398805 0.399475 477.2469 0.000000 0 100
## 124 1171.8632 -0.073467 0.389415 477.2469 0.000000 0 100
## 125 1165.6126 -0.128831 0.377456 477.2469 0.000000 0 100
## 126 1156.6863 -0.185961 0.367364 477.2469 0.000000 0 100
## 127 1169.5573 -0.553289 0.468488 477.2469 0.008484 1 100
## 128 1420.1653 -0.663718 0.808338 477.2469 0.008484 1 100
## 129 1399.5745 -0.607322 0.319272 477.2469 0.008484 1 100
## 130 1303.7693 -0.637337 0.358663 477.2469 0.000000 0 100
## 131 1287.6561 -1.265000 0.413307 477.2469 0.008484 1 100
## 132 1282.6886 -1.296336 0.398438 477.2469 0.000000 0 100
## 133 1264.1288 -1.990741 0.384985 477.2469 0.000000 0 100
## 134 1236.2572 -3.677921 0.374105 477.2469 0.000000 0 100
## 135 1226.3967 -8.089172 0.362722 477.2469 0.000000 0 100
## 136 1218.2154 1.110612 0.351791 477.2469 0.000000 0 100
## 137 1206.7241 1.120510 0.341915 477.2469 0.000000 0 100
## 138 1200.0883 1.121200 0.333293 477.2469 0.000000 0 100
## 139 1193.7275 1.099589 0.325008 477.2469 0.000000 0 100
## 140 1189.5573 1.137054 0.329600 477.2469 0.008484 1 100
## 141 1184.6665 1.096455 0.323782 477.2469 0.000000 0 100
## 142 1181.2643 1.101827 0.330490 477.2469 0.008484 1 100
## 143 1183.8053 1.360473 0.357621 477.2469 0.008484 1 100
## 144 1185.0268 1.399014 0.348137 477.2469 0.000000 0 100
## 145 1183.8586 1.397361 0.363640 477.2469 0.008484 1 100
## 146 1180.0329 1.346674 0.353181 477.2469 0.000000 0 100
## 147 1175.0190 1.330205 0.343898 477.2469 0.000000 0 100
## 148 1164.4978 1.295248 0.334799 477.2469 0.000000 0 100
## 149 1158.1793 1.293334 0.326398 477.2469 0.000000 0 100
## 150 1171.5041 1.404423 0.442458 477.2469 0.008484 1 100
## pet lai baseflow streamflow pcp recharge Kdowndirpch
## 1 0.247015 0.336913 0 0 0.00 0.000000 0.00000
## 2 0.373086 0.337521 0 0 0.00 0.000000 0.00000
## 3 0.000000 0.337521 0 0 11.91 0.009790 983.71590
## 4 0.000000 0.337521 0 0 18.77 0.015478 140.96426
## 5 0.087479 0.337521 0 0 0.00 0.000000 0.00000
## 6 0.000000 0.337521 0 0 5.62 0.004580 406.43685
## 7 0.000000 0.337521 0 0 15.91 0.013110 260.35014
## 8 0.147895 0.337521 0 0 0.00 0.000000 0.00000
## 9 0.082746 0.337521 0 0 0.00 0.000000 0.00000
## 10 0.189000 0.337521 0 0 0.00 0.000000 0.00000
## 11 0.147930 0.337521 0 0 0.00 0.000000 0.00000
## 12 0.164630 0.337521 0 0 0.00 0.000000 0.00000
## 13 0.210100 0.337521 0 0 0.00 0.000000 0.00000
## 14 0.130135 0.337521 0 0 0.00 0.000000 0.00000
## 15 0.051971 0.337521 0 0 0.00 0.000000 0.00000
## 16 0.071071 0.336913 0 0 0.00 0.000000 0.00000
## 17 0.147081 0.336913 0 0 0.00 0.000000 0.00000
## 18 0.133448 0.336913 0 0 0.00 0.000000 0.00000
## 19 0.051988 0.336913 0 0 0.00 0.000000 0.00000
## 20 0.107106 0.336913 0 0 0.00 0.000000 0.00000
## 21 0.127968 0.336913 0 0 0.00 0.000000 0.00000
## 22 0.161459 0.336913 0 0 0.00 0.000000 0.00000
## 23 0.205890 0.335756 0 0 1.16 0.000779 0.00000
## 24 0.000000 0.335756 0 0 0.67 0.000487 636.78263
## 25 0.000000 0.335756 0 0 7.23 0.005921 169.35631
## 26 0.000000 0.335756 0 0 52.81 0.043673 29.48012
## 27 0.000000 0.335756 0 0 22.66 0.018701 352.22646
## 28 0.085225 0.335756 0 0 0.00 0.000000 0.00000
## 29 0.127208 0.335756 0 0 0.00 0.000000 0.00000
## 30 0.181619 0.335756 0 0 0.00 0.000000 0.00000
## 31 0.190473 0.334673 0 0 1.13 0.000687 0.00000
## 32 0.060573 0.334673 0 0 0.00 0.000000 0.00000
## 33 0.217159 0.334673 0 0 0.00 0.000000 0.00000
## 34 0.304672 0.334673 0 0 0.00 0.000000 0.00000
## 35 0.349506 0.334673 0 0 0.00 0.000000 0.00000
## 36 0.416237 0.334673 0 0 0.00 0.000000 0.00000
## 37 0.000000 0.334673 0 0 16.79 0.013832 526.19400
## 38 0.202273 0.334673 0 0 0.00 0.000000 0.00000
## 39 0.196547 0.332700 0 0 0.00 0.000000 0.00000
## 40 0.266155 0.332700 0 0 0.00 0.000000 0.00000
## 41 0.229726 0.332700 0 0 0.00 0.000000 0.00000
## 42 0.000000 0.332700 0 0 14.59 0.012010 888.79973
## 43 0.000000 0.332700 0 0 13.15 0.010825 59.52064
## 44 0.147118 0.332700 0 0 0.00 0.000000 0.00000
## 45 0.141542 0.332700 0 0 0.00 0.000000 0.00000
## 46 0.252328 0.332700 0 0 0.00 0.000000 0.00000
## 47 0.000000 0.330953 0 0 2.91 0.002336 2877.41345
## 48 0.132251 0.330953 0 0 0.00 0.000000 0.00000
## 49 0.242222 0.330953 0 0 16.79 0.006309 0.00000
## 50 0.230836 0.330953 0 0 21.05 0.024787 0.00000
## 51 0.302186 0.330953 0 0 0.00 0.000000 0.00000
## 52 0.000000 0.330953 0 0 20.54 0.016939 1922.51351
## 53 0.000000 0.330953 0 0 23.57 0.019455 1218.05085
## 54 0.359505 0.330953 0 0 0.00 0.000000 0.00000
## 55 0.000000 0.329399 0 0 12.02 0.009882 3366.02967
## 56 0.000000 0.329399 0 0 92.62 0.076648 1195.43221
## 57 0.000000 0.329399 0 0 42.59 0.035209 68.25454
## 58 0.000000 0.329399 0 0 9.19 0.007545 91.79259
## 59 0.239701 0.329399 0 0 0.00 0.000000 0.00000
## 60 0.000000 0.329399 0 0 5.54 0.004515 1277.91736
## 61 0.519976 0.329399 0 0 0.00 0.000000 0.00000
## 62 0.302477 0.329399 0 0 0.00 0.000000 0.00000
## 63 0.000000 0.327373 0 0 6.79 0.005551 920.35212
## 64 0.000000 0.327373 0 0 5.19 0.004233 3686.76522
## 65 0.000000 0.327373 0 0 3.17 0.002559 1380.81582
## 66 0.000000 0.327373 0 0 13.39 0.011024 213.23857
## 67 0.000000 0.327373 0 0 7.48 0.006129 222.76939
## 68 0.464795 0.327373 0 0 0.00 0.000000 0.00000
## 69 0.000000 0.327373 0 0 0.59 0.000416 1265.41962
## 70 0.000000 0.327373 0 0 1.46 0.001143 913.59618
## 71 0.000000 0.325650 0 0 9.11 0.007480 91.60117
## 72 0.000000 0.325650 0 0 2.00 0.001591 606.10206
## 73 0.000000 0.325650 0 0 6.00 0.004904 3874.23614
## 74 0.000000 0.325650 0 0 47.89 0.039600 985.32185
## 75 0.000000 0.325650 0 0 16.62 0.013700 1385.65180
## 76 0.224822 0.325650 0 0 0.00 0.000000 0.00000
## 77 0.454767 0.325650 0 0 0.00 0.000000 0.00000
## 78 0.556889 0.325650 0 0 0.00 0.000000 0.00000
## 79 0.000000 0.324176 0 0 2.26 0.001799 4829.91889
## 80 0.000000 0.324176 0 0 11.41 0.009385 2733.85786
## 81 0.193905 0.324176 0 0 0.00 0.000000 0.00000
## 82 0.113831 0.324176 0 0 0.00 0.000000 0.00000
## 83 0.370447 0.324176 0 0 0.00 0.000000 0.00000
## 84 0.000000 0.324176 0 0 8.98 0.007365 5144.83829
## 85 0.000000 0.324176 0 0 17.41 0.014355 450.73487
## 86 0.000000 0.324176 0 0 6.00 0.004904 103.75588
## 87 0.304900 0.322911 0 0 0.00 0.000000 0.00000
## 88 0.240377 0.322911 0 0 0.00 0.000000 0.00000
## 89 0.661649 0.322911 0 0 0.00 0.000000 0.00000
## 90 0.000000 0.322911 0 0 3.95 0.003199 8875.41264
## 91 0.000000 0.322911 0 0 7.98 0.006544 6221.46102
## 92 0.748455 0.322911 0 0 0.00 0.000000 0.00000
## 93 0.000000 0.322911 0 0 11.02 0.009055 672.50109
## 94 0.000000 0.322911 0 0 1.17 0.000904 3166.15548
## 95 0.069782 0.321821 0 0 0.00 0.000000 0.00000
## 96 0.325315 0.321821 0 0 0.00 0.000000 0.00000
## 97 0.419337 0.321821 0 0 0.00 0.000000 0.00000
## 98 0.000000 0.321821 0 0 21.55 0.017777 2367.47281
## 99 0.230952 0.321821 0 0 0.00 0.000000 0.00000
## 100 0.225696 0.321821 0 0 0.00 0.000000 0.00000
## 101 0.391213 0.321821 0 0 0.00 0.000000 0.00000
## 102 0.726021 0.321821 0 0 0.00 0.000000 0.00000
## 103 0.000000 0.320883 0 0 20.50 0.016908 1482.31193
## 104 0.387969 0.320883 0 0 0.00 0.000000 0.00000
## 105 0.701401 0.320883 0 0 0.00 0.000000 0.00000
## 106 0.921998 0.320883 0 0 0.00 0.000000 0.00000
## 107 0.935302 0.320883 0 0 0.00 0.000000 0.00000
## 108 0.000000 0.320883 0 0 8.44 0.006919 6664.16674
## 109 0.340681 0.320883 0 0 0.00 0.000000 0.00000
## 110 0.706633 0.320883 0 0 0.00 0.000000 0.00000
## 111 0.000000 0.320075 0 0 17.21 0.014183 5866.93209
## 112 0.000000 0.320075 0 0 2.40 0.001923 2603.14947
## 113 0.000000 0.320075 0 0 1.81 0.001435 5252.81476
## 114 0.000000 0.320075 0 0 0.31 0.000192 4329.25907
## 115 0.636856 0.320075 0 0 0.00 0.000000 0.00000
## 116 0.686425 0.320075 0 0 0.00 0.000000 0.00000
## 117 0.860550 0.320075 0 0 0.00 0.000000 0.00000
## 118 0.854389 0.320075 0 0 0.00 0.000000 0.00000
## 119 0.000000 0.319382 0 0 1.42 0.001105 5877.08308
## 120 0.000000 0.319382 0 0 38.23 0.031600 699.89939
## 121 0.161210 0.319382 0 0 0.00 0.000000 0.00000
## 122 0.792645 0.319382 0 0 0.00 0.000000 0.00000
## 123 1.238640 0.319382 0 0 0.00 0.000000 0.00000
## 124 0.377543 0.319382 0 0 0.00 0.000000 0.00000
## 125 0.788184 0.319382 0 0 0.00 0.000000 0.00000
## 126 0.721627 0.319382 0 0 0.00 0.000000 0.00000
## 127 0.000000 0.318790 0 0 35.09 0.028992 417.73874
## 128 0.000000 0.318790 0 0 38.62 0.031923 133.21606
## 129 0.000000 0.318790 0 0 12.54 0.010322 1078.82289
## 130 0.464971 0.318790 0 0 0.00 0.000000 0.00000
## 131 0.000000 0.318790 0 0 10.36 0.008509 701.48572
## 132 0.709950 0.318790 0 0 0.00 0.000000 0.00000
## 133 0.887576 0.318790 0 0 0.00 0.000000 0.00000
## 134 0.739837 0.318790 0 0 0.00 0.000000 0.00000
## 135 0.991629 0.318448 0 0 0.00 0.000000 0.00000
## 136 1.138557 0.318448 0 0 0.00 0.000000 0.00000
## 137 1.151590 0.318448 0 0 0.00 0.000000 0.00000
## 138 1.080456 0.318448 0 0 0.00 0.000000 0.00000
## 139 1.143624 0.318448 0 0 0.00 0.000000 0.00000
## 140 0.000000 0.318448 0 0 1.51 0.001179 3082.97544
## 141 0.599722 0.318448 0 0 0.00 0.000000 0.00000
## 142 0.000000 0.318448 0 0 2.04 0.001618 4608.17239
## 143 0.000000 0.318004 0 0 7.36 0.006032 6995.22287
## 144 1.066187 0.318004 0 0 0.00 0.000000 0.00000
## 145 0.000000 0.318004 0 0 4.61 0.003747 9544.62689
## 146 1.382269 0.318004 0 0 0.00 0.000000 0.00000
## 147 1.325760 0.318004 0 0 0.00 0.000000 0.00000
## 148 1.429808 0.318004 0 0 0.00 0.000000 0.00000
## 149 1.371407 0.318004 0 0 0.00 0.000000 0.00000
## 150 0.000000 0.318004 0 0 32.76 0.027063 1800.77882
## Kdowndiffpch Kupdirpch Kupdifpch Luppch Kdowndirsubcan Kdowndifsubcan
## 1 507.05469 203.944071 304.75887 0 881.125173 1630.2160
## 2 484.78608 270.191701 303.53420 0 1161.506234 1595.3516
## 3 1609.72725 228.833789 303.15963 0 983.715901 1609.7272
## 4 986.09146 32.791363 178.08476 0 140.964258 986.0915
## 5 74.31843 1.273745 40.20820 0 5.475604 225.0832
## 6 1406.64232 94.546082 257.42695 0 406.436847 1406.6423
## 7 1230.94188 60.563124 223.69781 0 260.350137 1230.9419
## 8 250.76707 17.661939 137.77663 0 75.925546 765.9678
## 9 265.20421 20.209477 145.94982 0 86.876961 810.8090
## 10 496.25482 170.183434 293.95462 0 731.588418 1581.4487
## 11 397.82157 60.563124 223.69781 0 260.350137 1230.9419
## 12 469.67129 114.318132 270.84400 0 491.433387 1474.0422
## 13 498.62422 187.708948 297.99079 0 806.927497 1597.1115
## 14 362.74789 45.826392 202.49537 0 196.999538 1117.8555
## 15 124.76416 3.738052 67.75264 0 16.069222 378.6412
## 16 365.47936 45.582940 203.77459 0 196.937699 1125.9339
## 17 468.29047 328.323807 303.39368 0 1418.498563 1573.3620
## 18 506.95163 196.234640 303.49535 0 847.817154 1626.1718
## 19 214.60292 12.057571 117.34804 0 52.093836 654.0064
## 20 493.75272 142.364940 287.95279 0 615.077126 1560.2226
## 21 507.00738 197.941021 303.79273 0 855.189444 1627.1664
## 22 490.06711 282.304572 307.89850 0 1219.675884 1616.8513
## 23 0.00000 331.221338 313.79864 0 1444.632299 1634.4987
## 24 1606.09043 145.999777 295.89921 0 636.782629 1606.0904
## 25 1079.51513 38.829551 194.77274 0 169.356312 1079.5151
## 26 510.65722 6.759120 91.33085 0 29.480117 510.6572
## 27 1388.00085 80.757519 252.56975 0 352.226461 1388.0008
## 28 317.02644 29.644270 174.96946 0 129.294417 971.7980
## 29 511.30026 151.965592 298.34030 0 662.802717 1617.4846
## 30 510.63051 279.360306 317.73325 0 1218.438774 1676.8243
## 31 0.00000 259.904740 326.75981 0 1143.586278 1738.5175
## 32 267.15758 18.715094 146.29357 0 82.346804 815.8622
## 33 384.67810 510.620439 284.84368 0 2246.740584 1406.3841
## 34 386.82042 508.157819 285.61601 0 2235.905003 1411.6752
## 35 403.01925 489.150397 291.39651 0 2152.271950 1451.4981
## 36 426.31427 460.420081 299.49505 0 2025.857964 1508.0975
## 37 1574.83182 119.588978 288.08460 0 526.193998 1574.8318
## 38 467.01219 88.264095 264.25383 0 388.363860 1452.7927
## 39 552.29347 196.449979 333.11944 0 1288.376930 1804.3719
## 40 504.37655 370.436773 340.38073 0 2429.433658 1780.3383
## 41 551.92753 247.698206 342.62481 0 1624.477920 1838.8164
## 42 1688.78499 135.522987 308.57777 0 888.799734 1688.7850
## 43 608.74325 9.075627 108.59590 0 59.520637 608.7433
## 44 377.15654 42.194656 210.07626 0 276.725003 1168.4003
## 45 523.26401 129.083539 304.81215 0 846.567934 1669.9634
## 46 488.48337 396.163635 336.73500 0 2598.158011 1750.1821
## 47 2396.34998 431.817844 452.18180 0 2877.413450 2396.3500
## 48 484.28605 56.457790 269.53655 0 376.205863 1501.3927
## 49 0.00000 366.687480 451.66501 0 2443.417992 2417.0857
## 50 0.00000 218.453877 419.65139 0 1455.665004 2290.1603
## 51 721.73762 261.219631 434.57947 0 1740.634136 2358.9179
## 52 2387.32779 288.514548 441.36663 0 1922.513514 2387.3278
## 53 2204.56830 182.794757 402.19897 0 1218.050853 2204.5683
## 54 714.06531 378.377753 452.23303 0 2521.315992 2416.0473
## 55 2500.61838 498.106002 473.34365 0 3366.029673 2500.6184
## 56 2273.16270 176.900389 413.04132 0 1195.432210 2273.1627
## 57 723.70764 10.100325 128.61082 0 68.254538 723.7076
## 58 831.59991 13.583492 147.90807 0 91.792586 831.5999
## 59 499.52185 56.384375 277.06851 0 381.026288 1546.8559
## 60 2310.95486 189.106564 420.48747 0 1277.917357 2310.9549
## 61 758.29721 262.430113 452.81208 0 1773.412776 2467.8266
## 62 485.42446 52.337577 268.80189 0 353.679408 1501.5398
## 63 2205.15395 133.746658 397.21299 0 920.352124 2205.1539
## 64 2695.14086 535.765079 507.81216 0 3686.765219 2695.1409
## 65 2472.04000 200.661787 448.33071 0 1380.815822 2472.0400
## 66 1253.47623 30.988081 223.08561 0 213.238568 1253.4762
## 67 1277.55878 32.373111 227.41905 0 222.769390 1277.5588
## 68 708.75216 139.220215 402.43267 0 958.017361 2232.8680
## 69 2417.99031 183.892274 437.78528 0 1265.419617 2417.9903
## 70 2200.04574 132.764877 396.25253 0 913.596183 2200.0457
## 71 877.32899 13.109855 155.33678 0 91.601173 877.3290
## 72 1977.39215 86.744633 353.41101 0 606.102056 1977.3921
## 73 2894.23568 554.476243 541.94717 0 3874.236143 2894.2357
## 74 2339.32317 141.018135 420.31335 0 985.321850 2339.3232
## 75 2554.56554 198.312900 461.54438 0 1385.651800 2554.5655
## 76 716.83503 128.615639 403.57657 0 898.663131 2248.3950
## 77 712.27823 743.388814 506.81045 0 5194.205973 2632.9372
## 78 544.20367 948.343648 452.59252 0 6626.266291 2258.0875
## 79 2940.20656 682.355369 555.26359 0 4829.918889 2940.2066
## 80 3028.27828 386.230625 554.28481 0 2733.857864 3028.2783
## 81 836.63795 195.145493 477.19387 0 1381.299165 2650.5355
## 82 599.95584 68.892542 330.32585 0 487.642371 1855.6987
## 83 685.31737 892.312424 513.27447 0 6316.058804 2635.1633
## 84 2888.22588 726.846167 548.59320 0 5144.838293 2888.2259
## 85 1798.57721 63.678369 319.98577 0 450.734870 1798.5772
## 86 944.77795 14.658296 167.04050 0 103.755879 944.7779
## 87 1093.20497 444.458049 652.48432 0 3180.959958 3577.1863
## 88 1059.14377 337.506891 617.01444 0 2415.516852 3408.0490
## 89 529.69108 1438.428940 515.04336 0 10294.750810 2491.0148
## 90 2918.93029 1240.112619 579.57884 0 8875.412639 2918.9303
## 91 3501.63183 869.290548 662.04187 0 6221.461019 3501.6318
## 92 1041.99311 745.840798 674.31460 0 5337.938461 3609.2329
## 93 2257.08860 93.964881 401.67371 0 672.501094 2257.0886
## 94 3574.95046 442.389501 651.98024 0 3166.155484 3574.9505
## 95 341.28363 15.375989 183.37635 0 111.090511 1040.1050
## 96 1160.28997 554.343552 703.00080 0 4005.095770 3840.5063
## 97 1089.05503 823.179820 707.83549 0 5947.420155 3788.3347
## 98 3528.53499 327.680875 636.44097 0 2367.472809 3528.5350
## 99 844.08153 128.087067 467.80777 0 925.420647 2627.0425
## 100 894.14398 151.376201 498.04014 0 1093.683111 2792.3657
## 101 1156.73175 476.609434 688.79605 0 3443.471866 3782.6335
## 102 1025.69030 945.820337 693.67559 0 6833.489834 3671.3034
## 103 3188.32343 203.509846 569.43375 0 1482.311927 3188.3234
## 104 1088.55448 261.023067 616.96097 0 1901.223026 3442.7583
## 105 835.32904 1346.096684 650.63971 0 9804.612457 3322.2024
## 106 629.74975 1546.563733 572.74968 0 11264.761455 2820.3162
## 107 921.00437 1200.072912 673.43793 0 8741.013898 3494.2669
## 108 3868.04898 914.938024 724.58404 0 6664.166739 3868.0490
## 109 1012.75457 208.878825 568.74653 0 1521.418152 3182.8581
## 110 675.07355 1497.241207 589.12928 0 10905.509213 2927.9230
## 111 4150.46895 799.908147 766.63648 0 5866.932091 4150.4690
## 112 3809.84078 354.918113 685.06978 0 2603.149471 3809.8408
## 113 4171.31195 716.178278 766.17264 0 5252.814764 4171.3120
## 114 4143.00035 590.259023 755.02106 0 4329.259074 4143.0004
## 115 1028.15695 1171.231862 721.24059 0 8590.408567 3787.2406
## 116 837.93859 1424.111635 658.79524 0 10445.157092 3359.9467
## 117 771.97179 1502.174010 635.68284 0 11017.706142 3206.1538
## 118 985.82471 1232.332270 708.07284 0 9038.549948 3694.9563
## 119 4329.05131 796.548570 796.28981 0 5877.083076 4329.0513
## 120 2503.55059 94.860639 442.96335 0 699.899390 2503.5506
## 121 921.26640 132.779547 506.92494 0 979.672124 2858.4171
## 122 471.44128 1930.537292 535.18958 0 14243.862168 2527.5010
## 123 324.50555 2074.427741 478.77889 0 15305.512585 2165.9648
## 124 1177.82019 291.342053 666.09550 0 2149.575695 3723.9328
## 125 561.96535 1838.331387 569.41624 0 13563.549905 2748.2021
## 126 848.59046 1520.628270 673.97462 0 11219.477387 3432.2832
## 127 2047.96815 56.332978 361.06798 0 417.738741 2047.9681
## 128 1211.51857 17.964475 212.87694 0 133.216057 1211.5186
## 129 3022.23025 145.481615 535.75993 0 1078.822893 3022.2303
## 130 1305.99219 417.338424 750.98509 0 3094.784495 4179.1288
## 131 2551.97847 94.596876 451.07213 0 701.485718 2551.9785
## 132 1197.85905 1134.641231 798.04409 0 8413.963069 4255.7931
## 133 871.57041 1595.036129 692.45917 0 11828.034028 3529.1286
## 134 1028.83336 1394.059654 746.38830 0 10337.687479 3891.1250
## 135 587.55168 1974.650306 594.11169 0 14685.887449 2873.4760
## 136 551.91347 1972.647823 574.99199 0 14670.994567 2764.7231
## 137 729.65887 1781.989384 641.53097 0 13253.027861 3195.4691
## 138 1021.23127 1427.308793 744.65892 0 10615.194108 3878.7306
## 139 1005.23586 1448.823901 739.29697 0 10775.206464 3842.3925
## 140 4190.27089 414.533914 752.29806 0 3082.975441 4190.2709
## 141 1356.68907 540.929079 794.60454 0 4023.002730 4398.6510
## 142 4470.72998 619.610428 810.85627 0 4608.172386 4470.7300
## 143 4997.28399 937.032758 916.51927 0 6995.222868 4997.2840
## 144 1389.73392 1207.502603 904.84561 0 9014.359159 4860.2317
## 145 4795.38031 1278.533682 896.73305 0 9544.626888 4795.3803
## 146 1202.13662 1539.404671 852.70437 0 11492.104910 4475.8107
## 147 1333.74705 1319.941336 891.17779 0 9853.747103 4752.8516
## 148 1233.21659 1491.388549 862.32889 0 11133.650554 4543.3258
## 149 1325.38777 1335.421301 888.95206 0 9969.309556 4736.1010
## 150 3785.98510 241.220155 673.05904 0 1800.778819 3785.9851
## Ldownsubcan Kstarcan Kstardirsno Kstardiffsno Lstarcanopy Lstarsnow
## 1 0 1657.03298 0.0000 0.0000 0 0
## 2 0 1667.15038 0.0000 0.0000 0 0
## 3 0 1991.17092 0.0000 0.0000 0 0
## 4 0 567.10326 0.0000 0.0000 0 0
## 5 0 48.39354 0.0000 0.0000 0 0
## 6 0 1150.99019 0.0000 0.0000 0 0
## 7 0 863.45680 0.0000 0.0000 0 0
## 8 0 321.85243 0.0000 0.0000 0 0
## 9 0 597.72670 0.0000 0.0000 0 0
## 10 0 1771.86855 0.0000 0.0000 0 0
## 11 0 979.40125 0.0000 0.0000 0 0
## 12 0 1444.83830 0.0000 0.0000 0 0
## 13 0 1777.05588 0.0000 0.0000 0 0
## 14 0 881.43997 0.0000 0.0000 0 0
## 15 0 248.69256 0.0000 0.0000 0 0
## 16 0 921.32828 0.0000 0.0000 0 0
## 17 0 2693.56071 0.0000 0.0000 0 0
## 18 0 2023.54799 0.0000 0.0000 0 0
## 19 0 458.53704 0.0000 0.0000 0 0
## 20 0 1697.53324 0.0000 0.0000 0 0
## 21 0 2033.21632 0.0000 0.0000 0 0
## 22 0 2475.26079 0.0000 0.0000 0 0
## 23 0 2110.80006 216.6948 245.1748 0 0
## 24 0 1531.15178 0.0000 0.0000 0 0
## 25 0 650.33895 0.0000 0.0000 0 0
## 26 0 140.14025 0.0000 0.0000 0 0
## 27 0 1056.86627 0.0000 0.0000 0 0
## 28 0 740.40957 0.0000 0.0000 0 0
## 29 0 1772.43411 0.0000 0.0000 0 0
## 30 0 2478.53419 0.0000 0.0000 0 0
## 31 0 1535.87452 171.5379 260.7776 0 0
## 32 0 586.85352 0.0000 0.0000 0 0
## 33 0 3505.99935 0.0000 0.0000 0 0
## 34 0 3282.47704 0.0000 0.0000 0 0
## 35 0 3074.47236 0.0000 0.0000 0 0
## 36 0 2791.21138 0.0000 0.0000 0 0
## 37 0 1365.56350 0.0000 0.0000 0 0
## 38 0 978.53378 0.0000 0.0000 0 0
## 39 0 1447.49581 0.0000 0.0000 0 0
## 40 0 1746.07728 0.0000 0.0000 0 0
## 41 0 1475.09397 0.0000 0.0000 0 0
## 42 0 1217.55876 0.0000 0.0000 0 0
## 43 0 189.37385 0.0000 0.0000 0 0
## 44 0 591.16529 0.0000 0.0000 0 0
## 45 0 1378.86251 0.0000 0.0000 0 0
## 46 0 1905.40350 0.0000 0.0000 0 0
## 47 0 2481.40409 0.0000 0.0000 0 0
## 48 0 1056.31659 0.0000 0.0000 0 0
## 49 0 1882.96473 366.5127 362.5628 0 0
## 50 0 1642.69449 218.3498 343.5240 0 0
## 51 0 1669.51627 0.0000 0.0000 0 0
## 52 0 2058.42533 0.0000 0.0000 0 0
## 53 0 1642.14167 0.0000 0.0000 0 0
## 54 0 1919.37952 0.0000 0.0000 0 0
## 55 0 2676.89749 0.0000 0.0000 0 0
## 56 0 1641.76958 0.0000 0.0000 0 0
## 57 0 257.88093 0.0000 0.0000 0 0
## 58 0 331.64852 0.0000 0.0000 0 0
## 59 0 634.78600 0.0000 0.0000 0 0
## 60 0 1698.88201 0.0000 0.0000 0 0
## 61 0 1160.22290 0.0000 0.0000 0 0
## 62 0 444.77364 0.0000 0.0000 0 0
## 63 0 1455.64912 0.0000 0.0000 0 0
## 64 0 2812.77518 0.0000 0.0000 0 0
## 65 0 1790.65841 0.0000 0.0000 0 0
## 66 0 622.92697 0.0000 0.0000 0 0
## 67 0 641.23553 0.0000 0.0000 0 0
## 68 0 821.15874 0.0000 0.0000 0 0
## 69 0 1715.37652 0.0000 0.0000 0 0
## 70 0 1451.12267 0.0000 0.0000 0 0
## 71 0 350.92472 0.0000 0.0000 0 0
## 72 0 1181.30696 0.0000 0.0000 0 0
## 73 0 2902.56519 0.0000 0.0000 0 0
## 74 0 1530.12364 0.0000 0.0000 0 0
## 75 0 1801.75575 0.0000 0.0000 0 0
## 76 0 1258.44471 0.0000 0.0000 0 0
## 77 0 2566.20633 0.0000 0.0000 0 0
## 78 0 2636.24314 0.0000 0.0000 0 0
## 79 0 3172.42869 0.0000 0.0000 0 0
## 80 0 2506.22368 0.0000 0.0000 0 0
## 81 0 1871.16126 0.0000 0.0000 0 0
## 82 0 1249.59502 0.0000 0.0000 0 0
## 83 0 3127.19086 0.0000 0.0000 0 0
## 84 0 3249.33798 0.0000 0.0000 0 0
## 85 0 1007.31877 0.0000 0.0000 0 0
## 86 0 389.70476 0.0000 0.0000 0 0
## 87 0 2863.20006 0.0000 0.0000 0 0
## 88 0 2743.98095 0.0000 0.0000 0 0
## 89 0 3588.50234 0.0000 0.0000 0 0
## 90 0 4388.13417 0.0000 0.0000 0 0
## 91 0 3864.81439 0.0000 0.0000 0 0
## 92 0 2330.03828 0.0000 0.0000 0 0
## 93 0 1336.32566 0.0000 0.0000 0 0
## 94 0 2913.53257 0.0000 0.0000 0 0
## 95 0 637.55717 0.0000 0.0000 0 0
## 96 0 3149.82691 0.0000 0.0000 0 0
## 97 0 3353.92399 0.0000 0.0000 0 0
## 98 0 2585.80554 0.0000 0.0000 0 0
## 99 0 1430.66373 0.0000 0.0000 0 0
## 100 0 1644.06614 0.0000 0.0000 0 0
## 101 0 2555.42992 0.0000 0.0000 0 0
## 102 0 2769.69003 0.0000 0.0000 0 0
## 103 0 2092.84453 0.0000 0.0000 0 0
## 104 0 1766.11396 0.0000 0.0000 0 0
## 105 0 3446.03537 0.0000 0.0000 0 0
## 106 0 3163.88897 0.0000 0.0000 0 0
## 107 0 2858.79928 0.0000 0.0000 0 0
## 108 0 4030.96571 0.0000 0.0000 0 0
## 109 0 1616.44051 0.0000 0.0000 0 0
## 110 0 3566.18959 0.0000 0.0000 0 0
## 111 0 3887.83031 0.0000 0.0000 0 0
## 112 0 2753.30033 0.0000 0.0000 0 0
## 113 0 3722.72429 0.0000 0.0000 0 0
## 114 0 3441.24525 0.0000 0.0000 0 0
## 115 0 3377.06951 0.0000 0.0000 0 0
## 116 0 3579.23829 0.0000 0.0000 0 0
## 117 0 3290.78075 0.0000 0.0000 0 0
## 118 0 3039.48438 0.0000 0.0000 0 0
## 119 0 3937.77854 0.0000 0.0000 0 0
## 120 0 1444.37995 0.0000 0.0000 0 0
## 121 0 1849.16349 0.0000 0.0000 0 0
## 122 0 3868.53765 0.0000 0.0000 0 0
## 123 0 3314.21815 0.0000 0.0000 0 0
## 124 0 1966.46046 0.0000 0.0000 0 0
## 125 0 3797.68061 0.0000 0.0000 0 0
## 126 0 3648.61088 0.0000 0.0000 0 0
## 127 0 1098.03583 0.0000 0.0000 0 0
## 128 0 540.13568 0.0000 0.0000 0 0
## 129 0 1837.80255 0.0000 0.0000 0 0
## 130 0 2260.65034 0.0000 0.0000 0 0
## 131 0 1464.94551 0.0000 0.0000 0 0
## 132 0 3260.80187 0.0000 0.0000 0 0
## 133 0 3465.65562 0.0000 0.0000 0 0
## 134 0 3520.39594 0.0000 0.0000 0 0
## 135 0 3626.81107 0.0000 0.0000 0 0
## 136 0 3465.32125 0.0000 0.0000 0 0
## 137 0 3448.21211 0.0000 0.0000 0 0
## 138 0 3331.48728 0.0000 0.0000 0 0
## 139 0 3405.70019 0.0000 0.0000 0 0
## 140 0 3037.46397 0.0000 0.0000 0 0
## 141 0 2377.80505 0.0000 0.0000 0 0
## 142 0 3604.18284 0.0000 0.0000 0 0
## 143 0 4498.60191 0.0000 0.0000 0 0
## 144 0 3210.09471 0.0000 0.0000 0 0
## 145 0 5047.22695 0.0000 0.0000 0 0
## 146 0 3627.74755 0.0000 0.0000 0 0
## 147 0 3510.19330 0.0000 0.0000 0 0
## 148 0 3707.04035 0.0000 0.0000 0 0
## 149 0 3594.48367 0.0000 0.0000 0 0
## 150 0 2451.47940 0.0000 0.0000 0 0
## Lstarsoil wind windsnow windzone ga gasnow trans_reduc_perc
## 1 0 0.707996 1 1 4.348064 0 1
## 2 0 0.707996 1 1 4.348064 0 1
## 3 0 0.707996 1 1 4.348064 0 1
## 4 0 0.707996 1 1 4.348064 0 1
## 5 0 0.707996 1 1 4.348064 0 1
## 6 0 0.707996 1 1 4.348064 0 1
## 7 0 0.707996 1 1 4.348064 0 1
## 8 0 0.707996 1 1 4.348064 0 1
## 9 0 0.707996 1 1 4.348064 0 1
## 10 0 0.707996 1 1 4.348064 0 1
## 11 0 0.707996 1 1 4.348064 0 1
## 12 0 0.707996 1 1 4.348064 0 1
## 13 0 0.707996 1 1 4.348064 0 1
## 14 0 0.707996 1 1 4.348064 0 1
## 15 0 0.707996 1 1 4.348064 0 1
## 16 0 0.707996 1 1 4.348064 0 1
## 17 0 0.707996 1 1 4.348064 0 1
## 18 0 0.707996 1 1 4.348064 0 1
## 19 0 0.707996 1 1 4.348064 0 1
## 20 0 0.707996 1 1 4.348064 0 1
## 21 0 0.707996 1 1 4.348064 0 1
## 22 0 0.707996 1 1 4.348064 0 1
## 23 0 0.000000 1 1 0.100000 0 1
## 24 0 0.707996 1 1 4.348064 0 1
## 25 0 0.707996 1 1 4.348064 0 1
## 26 0 0.707996 1 1 4.348064 0 1
## 27 0 0.707996 1 1 4.348064 0 1
## 28 0 0.707996 1 1 4.348064 0 1
## 29 0 0.707996 1 1 4.348064 0 1
## 30 0 0.707996 1 1 4.348064 0 1
## 31 0 0.000000 1 1 0.100000 0 1
## 32 0 0.707996 1 1 4.348064 0 1
## 33 0 0.707996 1 1 4.348064 0 1
## 34 0 0.707996 1 1 4.348064 0 1
## 35 0 0.707996 1 1 4.348064 0 1
## 36 0 0.707996 1 1 4.348064 0 1
## 37 0 0.707996 1 1 4.348064 0 1
## 38 0 0.707996 1 1 4.348064 0 1
## 39 0 0.707996 1 1 4.348064 0 1
## 40 0 0.707996 1 1 4.348064 0 1
## 41 0 0.707996 1 1 4.348064 0 1
## 42 0 0.707996 1 1 4.348064 0 1
## 43 0 0.707996 1 1 4.348064 0 1
## 44 0 0.707996 1 1 4.348064 0 1
## 45 0 0.707996 1 1 4.348064 0 1
## 46 0 0.707996 1 1 4.348064 0 1
## 47 0 0.707996 1 1 4.348064 0 1
## 48 0 0.707996 1 1 4.348064 0 1
## 49 0 0.000000 1 1 0.100000 0 1
## 50 0 0.000000 1 1 0.100000 0 1
## 51 0 0.707996 1 1 4.348064 0 1
## 52 0 0.707996 1 1 4.348064 0 1
## 53 0 0.707996 1 1 4.348064 0 1
## 54 0 0.707996 1 1 4.348064 0 1
## 55 0 0.707996 1 1 4.348064 0 1
## 56 0 0.707996 1 1 4.348064 0 1
## 57 0 0.707996 1 1 4.348064 0 1
## 58 0 0.707996 1 1 4.348064 0 1
## 59 0 0.707996 1 1 4.348064 0 1
## 60 0 0.707996 1 1 4.348064 0 1
## 61 0 0.707996 1 1 4.348064 0 1
## 62 0 0.707996 1 1 4.348064 0 1
## 63 0 0.707996 1 1 4.348064 0 1
## 64 0 0.707996 1 1 4.348064 0 1
## 65 0 0.707996 1 1 4.348064 0 1
## 66 0 0.707996 1 1 4.348064 0 1
## 67 0 0.707996 1 1 4.348064 0 1
## 68 0 0.707996 1 1 4.348064 0 1
## 69 0 0.707996 1 1 4.348064 0 1
## 70 0 0.707996 1 1 4.348064 0 1
## 71 0 0.707996 1 1 4.348064 0 1
## 72 0 0.707996 1 1 4.348064 0 1
## 73 0 0.707996 1 1 4.348064 0 1
## 74 0 0.707996 1 1 4.348064 0 1
## 75 0 0.707996 1 1 4.348064 0 1
## 76 0 0.707996 1 1 4.348064 0 1
## 77 0 0.707996 1 1 4.348064 0 1
## 78 0 0.707996 1 1 4.348064 0 1
## 79 0 0.707996 1 1 4.348064 0 1
## 80 0 0.707996 1 1 4.348064 0 1
## 81 0 0.707996 1 1 4.348064 0 1
## 82 0 0.707996 1 1 4.348064 0 1
## 83 0 0.707996 1 1 4.348064 0 1
## 84 0 0.707996 1 1 4.348064 0 1
## 85 0 0.707996 1 1 4.348064 0 1
## 86 0 0.707996 1 1 4.348064 0 1
## 87 0 0.707996 1 1 4.348064 0 1
## 88 0 0.707996 1 1 4.348064 0 1
## 89 0 0.707996 1 1 4.348064 0 1
## 90 0 0.707996 1 1 4.348064 0 1
## 91 0 0.707996 1 1 4.348064 0 1
## 92 0 0.707996 1 1 4.348064 0 1
## 93 0 0.707996 1 1 4.348064 0 1
## 94 0 0.707996 1 1 4.348064 0 1
## 95 0 0.707996 1 1 4.348064 0 1
## 96 0 0.707996 1 1 4.348064 0 1
## 97 0 0.707996 1 1 4.348064 0 1
## 98 0 0.707996 1 1 4.348064 0 1
## 99 0 0.707996 1 1 4.348064 0 1
## 100 0 0.707996 1 1 4.348064 0 1
## 101 0 0.707996 1 1 4.348064 0 1
## 102 0 0.707996 1 1 4.348064 0 1
## 103 0 0.707996 1 1 4.348064 0 1
## 104 0 0.707996 1 1 4.348064 0 1
## 105 0 0.707996 1 1 4.348064 0 1
## 106 0 0.707996 1 1 4.348064 0 1
## 107 0 0.707996 1 1 4.348064 0 1
## 108 0 0.707996 1 1 4.348064 0 1
## 109 0 0.707996 1 1 4.348064 0 1
## 110 0 0.707996 1 1 4.348064 0 1
## 111 0 0.707996 1 1 4.348064 0 1
## 112 0 0.707996 1 1 4.348064 0 1
## 113 0 0.707996 1 1 4.348064 0 1
## 114 0 0.707996 1 1 4.348064 0 1
## 115 0 0.707996 1 1 4.348064 0 1
## 116 0 0.707996 1 1 4.348064 0 1
## 117 0 0.707996 1 1 4.348064 0 1
## 118 0 0.707996 1 1 4.348064 0 1
## 119 0 0.707996 1 1 4.348064 0 1
## 120 0 0.707996 1 1 4.348064 0 1
## 121 0 0.707996 1 1 4.348064 0 1
## 122 0 0.707996 1 1 4.348064 0 1
## 123 0 0.707996 1 1 4.348064 0 1
## 124 0 0.707996 1 1 4.348064 0 1
## 125 0 0.707996 1 1 4.348064 0 1
## 126 0 0.707996 1 1 4.348064 0 1
## 127 0 0.707996 1 1 4.348064 0 1
## 128 0 0.707996 1 1 4.348064 0 1
## 129 0 0.707996 1 1 4.348064 0 1
## 130 0 0.707996 1 1 4.348064 0 1
## 131 0 0.707996 1 1 4.348064 0 1
## 132 0 0.707996 1 1 4.348064 0 1
## 133 0 0.707996 1 1 4.348064 0 1
## 134 0 0.707996 1 1 4.348064 0 1
## 135 0 0.707996 1 1 4.348064 0 1
## 136 0 0.707996 1 1 4.348064 0 1
## 137 0 0.707996 1 1 4.348064 0 1
## 138 0 0.707996 1 1 4.348064 0 1
## 139 0 0.707996 1 1 4.348064 0 1
## 140 0 0.707996 1 1 4.348064 0 1
## 141 0 0.707996 1 1 4.348064 0 1
## 142 0 0.707996 1 1 4.348064 0 1
## 143 0 0.707996 1 1 4.348064 0 1
## 144 0 0.707996 1 1 4.348064 0 1
## 145 0 0.707996 1 1 4.348064 0 1
## 146 0 0.707996 1 1 4.348064 0 1
## 147 0 0.707996 1 1 4.348064 0 1
## 148 0 0.707996 1 1 4.348064 0 1
## 149 0 0.707996 1 1 4.348064 0 1
## 150 0 0.707996 1 1 4.348064 0 1
## pch_field_cap overland_flow height ustar snow_albedo Kstarsoil
## 1 0.097545 5.547928 11.81098 0 0.00 1753.1524
## 2 0.098381 4.982122 11.81098 0 0.00 1996.3859
## 3 0.099133 5.248738 11.81098 0 0.00 0.0000
## 4 0.099159 5.981516 11.81098 0 0.00 0.0000
## 5 0.098335 5.624395 11.81098 0 0.00 133.1845
## 6 0.097419 5.409365 11.81098 0 0.00 0.0000
## 7 0.096735 6.064487 11.81098 0 0.00 0.0000
## 8 0.095750 5.902356 11.81098 0 0.00 506.9370
## 9 0.095236 5.513544 11.81098 0 0.00 542.7132
## 10 0.096172 4.928481 11.81098 0 0.00 1585.4786
## 11 0.097300 4.798552 11.81098 0 0.00 944.3412
## 12 0.098530 4.620950 11.81098 0 0.00 1299.2567
## 13 0.099793 4.388538 11.81098 0 0.00 1665.0109
## 14 0.101096 3.348649 11.81098 0 0.00 820.6216
## 15 0.102539 3.102753 11.81098 0 0.00 230.4752
## 16 0.103967 2.812424 11.81098 0 0.00 825.1051
## 17 0.105196 2.490220 11.81098 0 0.00 2224.3841
## 18 0.106512 2.256073 11.81098 0 0.00 1719.6384
## 19 0.107831 2.034045 11.81098 0 0.00 420.8873
## 20 0.109136 1.847521 11.81098 0 0.00 1464.0170
## 21 0.110398 1.685563 11.81098 0 0.00 1727.1129
## 22 0.111617 1.529334 11.81098 0 0.00 2062.8073
## 23 0.112739 1.418023 11.81098 0 0.85 0.0000
## 24 0.113758 1.319318 11.81098 0 0.00 0.0000
## 25 0.114653 1.286421 11.81098 0 0.00 0.0000
## 26 0.113606 4.048946 11.81098 0 0.00 0.0000
## 27 0.109332 5.606332 11.81098 0 0.00 0.0000
## 28 0.102214 4.682816 11.81098 0 0.00 673.9567
## 29 0.101602 4.494337 11.81098 0 0.00 1540.9583
## 30 0.101309 4.422953 11.81098 0 0.00 2095.1063
## 31 0.102030 4.377304 11.81098 0 0.85 0.0000
## 32 0.102802 3.457599 11.81098 0 0.00 541.2305
## 33 0.103897 3.271883 11.81098 0 0.00 2903.1341
## 34 0.105003 3.034415 11.81098 0 0.00 2896.0018
## 35 0.106009 2.810896 11.81098 0 0.00 2840.3738
## 36 0.107065 2.558635 11.81098 0 0.00 2754.2456
## 37 0.108000 2.819487 11.81098 0 0.00 0.0000
## 38 0.108322 2.613413 11.81098 0 0.00 1190.0287
## 39 0.108512 2.395890 11.81098 0 0.00 2231.1805
## 40 0.109326 2.201524 11.81098 0 0.00 3284.4182
## 41 0.110216 2.053652 11.81098 0 0.00 2565.0373
## 42 0.111081 2.282782 11.81098 0 0.00 0.0000
## 43 0.111195 2.755644 11.81098 0 0.00 0.0000
## 44 0.110521 2.651389 11.81098 0 0.00 923.4562
## 45 0.109886 2.422538 11.81098 0 0.00 1741.6142
## 46 0.110114 2.267938 11.81098 0 0.00 3425.0227
## 47 0.110523 2.169474 11.81098 0 0.00 0.0000
## 48 0.111108 2.130136 11.81098 0 0.00 1205.5526
## 49 0.111606 2.138954 11.81098 0 0.85 0.0000
## 50 0.110610 4.249226 11.81098 0 0.85 0.0000
## 51 0.108156 4.340657 11.81098 0 0.00 2967.8593
## 52 0.105467 4.339485 11.81098 0 0.00 0.0000
## 53 0.098949 5.724387 11.81098 0 0.00 0.0000
## 54 0.093287 5.748215 11.81098 0 0.00 3729.5617
## 55 0.093057 5.807196 11.81098 0 0.00 0.0000
## 56 0.061522 15.518745 11.81098 0 0.00 0.0000
## 57 0.027910 23.744691 11.81098 0 0.00 0.0000
## 58 0.033365 24.067142 11.81098 0 0.00 0.0000
## 59 0.031687 22.022943 11.81098 0 0.00 1235.5721
## 60 0.038445 18.546985 11.81098 0 0.00 0.0000
## 61 0.041321 19.236078 11.81098 0 0.00 3058.8182
## 62 0.045751 17.359268 11.81098 0 0.00 1184.2728
## 63 0.050191 13.581395 11.81098 0 0.00 0.0000
## 64 0.052081 13.356370 11.81098 0 0.00 0.0000
## 65 0.053571 12.655999 11.81098 0 0.00 0.0000
## 66 0.054074 14.726638 11.81098 0 0.00 0.0000
## 67 0.052496 14.470571 11.81098 0 0.00 0.0000
## 68 0.052039 12.855707 11.81098 0 0.00 2163.0447
## 69 0.055455 12.171134 11.81098 0 0.00 0.0000
## 70 0.057749 12.221409 11.81098 0 0.00 0.0000
## 71 0.058561 12.712399 11.81098 0 0.00 0.0000
## 72 0.057602 12.520897 11.81098 0 0.00 0.0000
## 73 0.058324 12.720474 11.81098 0 0.00 0.0000
## 74 0.044431 19.606531 11.81098 0 0.00 0.0000
## 75 0.028957 23.062083 11.81098 0 0.00 0.0000
## 76 0.034164 20.971668 11.81098 0 0.00 2115.5173
## 77 0.033527 21.493382 11.81098 0 0.00 6332.1506
## 78 0.037098 21.294291 11.81098 0 0.00 7451.7147
## 79 0.038478 20.900836 11.81098 0 0.00 0.0000
## 80 0.038740 22.201712 11.81098 0 0.00 0.0000
## 81 0.038413 21.420318 11.81098 0 0.00 2792.0133
## 82 0.039489 21.465085 11.81098 0 0.00 1509.0512
## 83 0.040985 21.223028 11.81098 0 0.00 7370.7825
## 84 0.041052 20.359733 11.81098 0 0.00 0.0000
## 85 0.038489 22.010341 11.81098 0 0.00 0.0000
## 86 0.034288 23.312788 11.81098 0 0.00 0.0000
## 87 0.033360 22.438754 11.81098 0 0.00 4989.1267
## 88 0.035171 22.558466 11.81098 0 0.00 4182.0655
## 89 0.036116 22.425602 11.81098 0 0.00 10977.4980
## 90 0.036838 22.169595 11.81098 0 0.00 0.0000
## 91 0.036070 24.993981 11.81098 0 0.00 0.0000
## 92 0.035374 23.107229 11.81098 0 0.00 7010.4611
## 93 0.035138 25.244752 11.81098 0 0.00 0.0000
## 94 0.033338 25.072190 11.81098 0 0.00 0.0000
## 95 0.033978 23.504599 11.81098 0 0.00 694.7924
## 96 0.035430 23.387521 11.81098 0 0.00 5900.7519
## 97 0.036200 23.327701 11.81098 0 0.00 7673.1244
## 98 0.031733 26.162033 11.81098 0 0.00 0.0000
## 99 0.028791 25.612760 11.81098 0 0.00 2353.1353
## 100 0.030619 25.745342 11.81098 0 0.00 2603.2999
## 101 0.032300 24.023333 11.81098 0 0.00 5346.7631
## 102 0.034122 23.915233 11.81098 0 0.00 8428.6236
## 103 0.030696 26.416837 11.81098 0 0.00 0.0000
## 104 0.027760 25.586754 11.81098 0 0.00 3721.0287
## 105 0.029849 26.152842 11.81098 0 0.00 10978.8043
## 106 0.031314 26.131443 11.81098 0 0.00 12046.8202
## 107 0.032711 24.106626 11.81098 0 0.00 10090.7483
## 108 0.033936 25.942564 11.81098 0 0.00 0.0000
## 109 0.032964 25.300836 11.81098 0 0.00 3221.0941
## 110 0.033884 23.975275 11.81098 0 0.00 11775.0154
## 111 0.030997 25.532786 11.81098 0 0.00 0.0000
## 112 0.028342 26.434974 11.81098 0 0.00 0.0000
## 113 0.029393 25.533650 11.81098 0 0.00 0.0000
## 114 0.030681 26.097705 11.81098 0 0.00 0.0000
## 115 0.032170 26.115160 11.81098 0 0.00 10111.7273
## 116 0.033798 24.323390 11.81098 0 0.00 11586.6549
## 117 0.035428 24.050991 11.81098 0 0.00 12029.5022
## 118 0.036327 23.807665 11.81098 0 0.00 10474.3309
## 119 0.037246 23.751999 11.81098 0 0.00 0.0000
## 120 0.025654 27.925603 11.81098 0 0.00 0.0000
## 121 0.020880 27.378836 11.81098 0 0.00 2533.0139
## 122 0.024781 26.396089 11.81098 0 0.00 14622.7856
## 123 0.027587 26.581022 11.81098 0 0.00 15399.8241
## 124 0.029481 26.064485 11.81098 0 0.00 4108.3375
## 125 0.031188 26.294769 11.81098 0 0.00 14118.6115
## 126 0.033068 26.176596 11.81098 0 0.00 12337.9941
## 127 0.028994 28.489440 11.81098 0 0.00 0.0000
## 128 0.000000 36.884564 11.81098 0 0.00 0.0000
## 129 0.007854 40.685774 11.81098 0 0.00 0.0000
## 130 0.000000 34.176396 11.81098 0 0.00 5240.5297
## 131 0.005901 32.970573 11.81098 0 0.00 0.0000
## 132 0.005794 33.974734 11.81098 0 0.00 10204.9215
## 133 0.011129 33.128592 11.81098 0 0.00 12949.8759
## 134 0.014354 30.397008 11.81098 0 0.00 11777.0979
## 135 0.016286 30.042359 11.81098 0 0.00 15215.8755
## 136 0.018577 29.809297 11.81098 0 0.00 15140.2324
## 137 0.020292 28.631035 11.81098 0 0.00 14073.9884
## 138 0.022109 28.418199 11.81098 0 0.00 12023.3009
## 139 0.023459 28.296826 11.81098 0 0.00 12150.6032
## 140 0.024624 28.152477 11.81098 0 0.00 0.0000
## 141 0.025708 27.090739 11.81098 0 0.00 6222.7993
## 142 0.026887 28.200360 11.81098 0 0.00 0.0000
## 143 0.026474 30.587405 11.81098 0 0.00 0.0000
## 144 0.026567 27.064869 11.81098 0 0.00 11097.3979
## 145 0.027287 28.423097 11.81098 0 0.00 0.0000
## 146 0.027824 27.020303 11.81098 0 0.00 13168.9874
## 147 0.029616 27.060658 11.81098 0 0.00 11812.1918
## 148 0.031364 26.718692 11.81098 0 0.00 12876.0622
## 149 0.033099 26.721641 11.81098 0 0.00 11909.4817
## 150 0.027424 28.872272 11.81098 0 0.00 0.0000
## Kdowndirsurf Kdowndifsurf exfil_unsat snow_Rnet snow_QLE snow_QH snow_Qrain
## 1 881.125173 1630.2160 0.000459 0.000000 0 0 0.000000
## 2 1161.506234 1595.3516 0.000581 0.000000 0 0 0.000000
## 3 983.715901 1609.7272 0.000000 0.000000 0 0 0.000000
## 4 140.964258 986.0915 0.000000 0.000000 0 0 0.000000
## 5 5.475604 225.0832 0.000165 0.000000 0 0 0.000000
## 6 406.436847 1406.6423 0.000000 0.000000 0 0 0.000000
## 7 260.350137 1230.9419 0.000000 0.000000 0 0 0.000000
## 8 75.925546 765.9678 0.000281 0.000000 0 0 0.000000
## 9 86.876961 810.8090 0.000209 0.000000 0 0 0.000000
## 10 731.588418 1581.4487 0.000393 0.000000 0 0 0.000000
## 11 260.350137 1230.9419 0.000316 0.000000 0 0 0.000000
## 12 491.433387 1474.0422 0.000352 0.000000 0 0 0.000000
## 13 806.927497 1597.1115 0.000420 0.000000 0 0 0.000000
## 14 196.999538 1117.8555 0.000288 0.000000 0 0 0.000000
## 15 16.069222 378.6412 0.000140 0.000000 0 0 0.000000
## 16 196.937699 1125.9339 0.000196 0.000000 0 0 0.000000
## 17 1418.498563 1573.3620 0.000346 0.000000 0 0 0.000000
## 18 847.817154 1626.1718 0.000318 0.000000 0 0 0.000000
## 19 52.093836 654.0064 0.000149 0.000000 0 0 0.000000
## 20 615.077126 1560.2226 0.000271 0.000000 0 0 0.000000
## 21 855.189444 1627.1664 0.000309 0.000000 0 0 0.000000
## 22 1219.675884 1616.8513 0.000366 0.000000 0 0 0.000000
## 23 1444.632299 1634.4987 0.000000 5.345714 0 0 0.000000
## 24 636.782629 1606.0904 0.000000 0.000000 0 0 0.000000
## 25 169.356312 1079.5151 0.000000 0.000000 0 0 0.000000
## 26 29.480117 510.6572 0.000000 0.000000 0 0 0.000000
## 27 352.226461 1388.0008 0.000000 0.000000 0 0 0.000000
## 28 129.294417 971.7980 0.000214 0.000000 0 0 0.000000
## 29 662.802717 1617.4846 0.000303 0.000000 0 0 0.000000
## 30 1218.438774 1676.8243 0.000392 0.000000 0 0 0.000000
## 31 1143.586278 1738.5175 0.000000 5.003652 0 0 0.322218
## 32 82.346804 815.8622 0.000166 0.000000 0 0 0.000000
## 33 2246.740584 1406.3841 0.000454 0.000000 0 0 0.000000
## 34 2235.905003 1411.6752 0.000559 0.000000 0 0 0.000000
## 35 2152.271950 1451.4981 0.000599 0.000000 0 0 0.000000
## 36 2025.857964 1508.0975 0.000646 0.000000 0 0 0.000000
## 37 526.193998 1574.8318 0.000000 0.000000 0 0 0.000000
## 38 388.363860 1452.7927 0.000372 0.000000 0 0 0.000000
## 39 1288.376930 1804.3719 0.000395 0.000000 0 0 0.000000
## 40 2429.433658 1780.3383 0.000500 0.000000 0 0 0.000000
## 41 1624.477920 1838.8164 0.000440 0.000000 0 0 0.000000
## 42 888.799734 1688.7850 0.000000 0.000000 0 0 0.000000
## 43 59.520637 608.7433 0.000000 0.000000 0 0 0.000000
## 44 276.725003 1168.4003 0.000288 0.000000 0 0 0.000000
## 45 846.567934 1669.9634 0.000316 0.000000 0 0 0.000000
## 46 2598.158011 1750.1821 0.000491 0.000000 0 0 0.000000
## 47 2877.413450 2396.3500 0.000000 0.000000 0 0 0.000000
## 48 376.205863 1501.3927 0.000246 0.000000 0 0 0.000000
## 49 2443.417992 2417.0857 0.000000 8.438374 0 0 0.000000
## 50 1455.665004 2290.1603 0.000000 6.503169 0 0 44.264866
## 51 1740.634136 2358.9179 0.000448 0.000000 0 0 0.000000
## 52 1922.513514 2387.3278 0.000000 0.000000 0 0 0.000000
## 53 1218.050853 2204.5683 0.000000 0.000000 0 0 0.000000
## 54 2521.315992 2416.0473 0.000512 0.000000 0 0 0.000000
## 55 3366.029673 2500.6184 0.000000 0.000000 0 0 0.000000
## 56 1195.432210 2273.1627 0.000000 0.000000 0 0 0.000000
## 57 68.254538 723.7076 0.000000 0.000000 0 0 0.000000
## 58 91.792586 831.5999 0.000000 0.000000 0 0 0.000000
## 59 381.026288 1546.8559 0.000322 0.000000 0 0 0.000000
## 60 1277.917357 2310.9549 0.000000 0.000000 0 0 0.000000
## 61 1773.412776 2467.8266 0.000550 0.000000 0 0 0.000000
## 62 353.679408 1501.5398 0.000348 0.000000 0 0 0.000000
## 63 920.352124 2205.1539 0.000000 0.000000 0 0 0.000000
## 64 3686.765219 2695.1409 0.000000 0.000000 0 0 0.000000
## 65 1380.815822 2472.0400 0.000000 0.000000 0 0 0.000000
## 66 213.238568 1253.4762 0.000000 0.000000 0 0 0.000000
## 67 222.769390 1277.5588 0.000000 0.000000 0 0 0.000000
## 68 958.017361 2232.8680 0.000451 0.000000 0 0 0.000000
## 69 1265.419617 2417.9903 0.000000 0.000000 0 0 0.000000
## 70 913.596183 2200.0457 0.000000 0.000000 0 0 0.000000
## 71 91.601173 877.3290 0.000000 0.000000 0 0 0.000000
## 72 606.102056 1977.3921 0.000000 0.000000 0 0 0.000000
## 73 3874.236143 2894.2357 0.000000 0.000000 0 0 0.000000
## 74 985.321850 2339.3232 0.000000 0.000000 0 0 0.000000
## 75 1385.651800 2554.5655 0.000000 0.000000 0 0 0.000000
## 76 898.663131 2248.3950 0.000326 0.000000 0 0 0.000000
## 77 5194.205973 2632.9372 0.000596 0.000000 0 0 0.000000
## 78 6626.266291 2258.0875 0.000693 0.000000 0 0 0.000000
## 79 4829.918889 2940.2066 0.000000 0.000000 0 0 0.000000
## 80 2733.857864 3028.2783 0.000000 0.000000 0 0 0.000000
## 81 1381.299165 2650.5355 0.000310 0.000000 0 0 0.000000
## 82 487.642371 1855.6987 0.000205 0.000000 0 0 0.000000
## 83 6316.058804 2635.1633 0.000544 0.000000 0 0 0.000000
## 84 5144.838293 2888.2259 0.000000 0.000000 0 0 0.000000
## 85 450.734870 1798.5772 0.000000 0.000000 0 0 0.000000
## 86 103.755879 944.7779 0.000000 0.000000 0 0 0.000000
## 87 3180.959958 3577.1863 0.000403 0.000000 0 0 0.000000
## 88 2415.516852 3408.0490 0.000342 0.000000 0 0 0.000000
## 89 10294.750810 2491.0148 0.000743 0.000000 0 0 0.000000
## 90 8875.412639 2918.9303 0.000000 0.000000 0 0 0.000000
## 91 6221.461019 3501.6318 0.000000 0.000000 0 0 0.000000
## 92 5337.938461 3609.2329 0.000658 0.000000 0 0 0.000000
## 93 672.501094 2257.0886 0.000000 0.000000 0 0 0.000000
## 94 3166.155484 3574.9505 0.000000 0.000000 0 0 0.000000
## 95 111.090511 1040.1050 0.000112 0.000000 0 0 0.000000
## 96 4005.095770 3840.5063 0.000421 0.000000 0 0 0.000000
## 97 5947.420155 3788.3347 0.000511 0.000000 0 0 0.000000
## 98 2367.472809 3528.5350 0.000000 0.000000 0 0 0.000000
## 99 925.420647 2627.0425 0.000284 0.000000 0 0 0.000000
## 100 1093.683111 2792.3657 0.000289 0.000000 0 0 0.000000
## 101 3443.471866 3782.6335 0.000450 0.000000 0 0 0.000000
## 102 6833.489834 3671.3034 0.000670 0.000000 0 0 0.000000
## 103 1482.311927 3188.3234 0.000000 0.000000 0 0 0.000000
## 104 1901.223026 3442.7583 0.000390 0.000000 0 0 0.000000
## 105 9804.612457 3322.2024 0.000708 0.000000 0 0 0.000000
## 106 11264.761455 2820.3162 0.000834 0.000000 0 0 0.000000
## 107 8741.013898 3494.2669 0.000767 0.000000 0 0 0.000000
## 108 6664.166739 3868.0490 0.000000 0.000000 0 0 0.000000
## 109 1521.418152 3182.8581 0.000356 0.000000 0 0 0.000000
## 110 10905.509213 2927.9230 0.000737 0.000000 0 0 0.000000
## 111 5866.932091 4150.4690 0.000000 0.000000 0 0 0.000000
## 112 2603.149471 3809.8408 0.000000 0.000000 0 0 0.000000
## 113 5252.814764 4171.3120 0.000000 0.000000 0 0 0.000000
## 114 4329.259074 4143.0004 0.000000 0.000000 0 0 0.000000
## 115 8590.408567 3787.2406 0.000643 0.000000 0 0 0.000000
## 116 10445.157092 3359.9467 0.000700 0.000000 0 0 0.000000
## 117 11017.706142 3206.1538 0.000781 0.000000 0 0 0.000000
## 118 9038.549948 3694.9563 0.000730 0.000000 0 0 0.000000
## 119 5877.083076 4329.0513 0.000000 0.000000 0 0 0.000000
## 120 699.899390 2503.5506 0.000000 0.000000 0 0 0.000000
## 121 979.672124 2858.4171 0.000221 0.000000 0 0 0.000000
## 122 14243.862168 2527.5010 0.000813 0.000000 0 0 0.000000
## 123 15305.512585 2165.9648 0.001024 0.000000 0 0 0.000000
## 124 2149.575695 3723.9328 0.000375 0.000000 0 0 0.000000
## 125 13563.549905 2748.2021 0.000793 0.000000 0 0 0.000000
## 126 11219.477387 3432.2832 0.000713 0.000000 0 0 0.000000
## 127 417.738741 2047.9681 0.000000 0.000000 0 0 0.000000
## 128 133.216057 1211.5186 0.000000 0.000000 0 0 0.000000
## 129 1078.822893 3022.2303 0.000000 0.000000 0 0 0.000000
## 130 3094.784495 4179.1288 0.000428 0.000000 0 0 0.000000
## 131 701.485718 2551.9785 0.000000 0.000000 0 0 0.000000
## 132 8413.963069 4255.7931 0.000638 0.000000 0 0 0.000000
## 133 11828.034028 3529.1286 0.000770 0.000000 0 0 0.000000
## 134 10337.687479 3891.1250 0.000687 0.000000 0 0 0.000000
## 135 14685.887449 2873.4760 0.000863 0.000000 0 0 0.000000
## 136 14670.994567 2764.7231 0.000914 0.000000 0 0 0.000000
## 137 13253.027861 3195.4691 0.000873 0.000000 0 0 0.000000
## 138 10615.194108 3878.7306 0.000783 0.000000 0 0 0.000000
## 139 10775.206464 3842.3925 0.000800 0.000000 0 0 0.000000
## 140 3082.975441 4190.2709 0.000000 0.000000 0 0 0.000000
## 141 4023.002730 4398.6510 0.000491 0.000000 0 0 0.000000
## 142 4608.172386 4470.7300 0.000000 0.000000 0 0 0.000000
## 143 6995.222868 4997.2840 0.000000 0.000000 0 0 0.000000
## 144 9014.359159 4860.2317 0.000715 0.000000 0 0 0.000000
## 145 9544.626888 4795.3803 0.000000 0.000000 0 0 0.000000
## 146 11492.104910 4475.8107 0.000835 0.000000 0 0 0.000000
## 147 9853.747103 4752.8516 0.000782 0.000000 0 0 0.000000
## 148 11133.650554 4543.3258 0.000833 0.000000 0 0 0.000000
## 149 9969.309556 4736.1010 0.000792 0.000000 0 0 0.000000
## 150 1800.778819 3785.9851 0.000000 0.000000 0 0 0.000000
## snow_Qmelt LEcanopy SED snow_age fire_et wy yd
## 1 0.000000 409.952259 0.001 0 0.000624 2018 351
## 2 0.000000 739.524977 0.001 0 0.000880 2018 352
## 3 0.000000 203.326688 0.001 0 0.000082 2018 353
## 4 0.000000 203.726142 0.001 0 0.000082 2018 354
## 5 0.000000 94.385204 0.001 0 0.000212 2018 355
## 6 0.000000 203.687956 0.001 0 0.000082 2018 356
## 7 0.000000 203.599588 0.001 0 0.000082 2018 357
## 8 0.000000 235.201336 0.001 0 0.000384 2018 358
## 9 0.000000 0.020951 0.001 0 0.000209 2018 359
## 10 0.000000 92.336865 0.001 0 0.000430 2018 360
## 11 0.000000 87.655138 0.001 0 0.000351 2018 361
## 12 0.000000 56.145310 0.001 0 0.000375 2018 362
## 13 0.000000 190.202684 0.001 0 0.000496 2018 363
## 14 0.000000 38.600869 0.001 0 0.000304 2018 364
## 15 0.000000 0.013269 0.001 0 0.000140 2018 365
## 16 0.000000 0.017882 0.001 0 0.000196 2018 1
## 17 0.000000 0.036044 0.001 0 0.000346 2018 2
## 18 0.000000 0.032991 0.001 0 0.000318 2018 3
## 19 0.000000 0.013211 0.001 0 0.000149 2018 4
## 20 0.000000 0.026595 0.001 0 0.000271 2018 5
## 21 0.000000 0.031626 0.001 0 0.000309 2018 6
## 22 0.000000 0.039696 0.001 0 0.000366 2018 7
## 23 5.345714 17.707565 0.001 0 0.000218 2018 8
## 24 0.000000 203.066011 0.001 0 0.000082 2018 9
## 25 0.000000 203.210212 0.001 0 0.000082 2018 10
## 26 0.000000 202.532171 0.001 0 0.000082 2018 11
## 27 0.000000 202.851799 0.001 0 0.000082 2018 12
## 28 0.000000 0.021590 0.001 0 0.000223 2018 13
## 29 0.000000 0.031634 0.001 0 0.000303 2018 14
## 30 0.000000 0.044779 0.001 0 0.000392 2018 15
## 31 5.003652 266.476843 0.001 0 0.000317 2018 16
## 32 0.000000 0.015421 0.001 0 0.000174 2018 17
## 33 0.000000 0.053067 0.001 0 0.000455 2018 18
## 34 0.000000 213.907172 0.001 0 0.000645 2018 19
## 35 0.000000 346.679665 0.001 0 0.000738 2018 20
## 36 0.000000 514.069330 0.001 0 0.000853 2018 21
## 37 0.000000 202.472878 0.001 0 0.000082 2018 22
## 38 0.000000 352.970996 0.001 0 0.000523 2018 23
## 39 0.000000 225.880089 0.001 0 0.000486 2018 24
## 40 0.000000 441.508275 0.001 0 0.000678 2018 25
## 41 0.000000 374.518847 0.001 0 0.000591 2018 26
## 42 0.000000 201.763373 0.001 0 0.000081 2018 27
## 43 0.000000 201.406005 0.001 0 0.000081 2018 28
## 44 0.000000 234.147653 0.001 0 0.000391 2018 29
## 45 0.000000 9.667407 0.001 0 0.000320 2018 30
## 46 0.000000 342.344079 0.001 0 0.000628 2018 31
## 47 0.000000 200.829258 0.001 0 0.000081 2018 32
## 48 0.000000 0.033970 0.001 0 0.000254 2018 33
## 49 8.438374 32.669331 0.001 1 0.000221 2018 34
## 50 6.503169 354.427677 0.001 0 0.000142 2018 35
## 51 0.000000 493.123554 0.001 0 0.000655 2018 36
## 52 0.000000 200.663950 0.001 0 0.000081 2018 37
## 53 0.000000 200.182732 0.001 0 0.000081 2018 38
## 54 0.000000 618.754256 0.001 0 0.000770 2018 39
## 55 0.000000 199.501291 0.001 0 0.000080 2018 40
## 56 0.000000 199.110913 0.001 0 0.000080 2018 41
## 57 0.000000 198.557162 0.001 0 0.000080 2018 42
## 58 0.000000 198.383054 0.001 0 0.000080 2018 43
## 59 0.000000 438.407745 0.001 0 0.000507 2018 44
## 60 0.000000 198.592101 0.001 0 0.000080 2018 45
## 61 0.000000 1035.717523 0.001 0 0.000979 2018 46
## 62 0.000000 590.262382 0.001 0 0.000587 2018 47
## 63 0.000000 197.481633 0.001 0 0.000080 2018 48
## 64 0.000000 197.513838 0.001 0 0.000080 2018 49
## 65 0.000000 197.418192 0.001 0 0.000080 2018 50
## 66 0.000000 197.021448 0.001 0 0.000080 2018 51
## 67 0.000000 196.565726 0.001 0 0.000080 2018 52
## 68 0.000000 862.831824 0.001 0 0.000811 2018 53
## 69 0.000000 196.311577 0.001 0 0.000080 2018 54
## 70 0.000000 196.392090 0.001 0 0.000080 2018 55
## 71 0.000000 196.164796 0.001 0 0.000079 2018 56
## 72 0.000000 196.599629 0.001 0 0.000079 2018 57
## 73 0.000000 196.773717 0.001 0 0.000079 2018 58
## 74 0.000000 197.214726 0.001 0 0.000079 2018 59
## 75 0.000000 196.742450 0.001 0 0.000079 2018 60
## 76 0.000000 384.227061 0.001 0 0.000489 2018 61
## 77 0.000000 858.443929 0.001 0 0.000942 2018 62
## 78 0.000000 1087.828609 0.001 0 0.001132 2018 63
## 79 0.000000 196.016451 0.001 0 0.000079 2018 64
## 80 0.000000 196.279110 0.001 0 0.000079 2018 65
## 81 0.000000 148.058358 0.001 0 0.000378 2018 66
## 82 0.000000 0.029418 0.001 0 0.000205 2018 67
## 83 0.000000 571.869093 0.001 0 0.000774 2018 68
## 84 0.000000 196.552144 0.001 0 0.000079 2018 69
## 85 0.000000 196.346360 0.001 0 0.000079 2018 70
## 86 0.000000 197.050561 0.001 0 0.000079 2018 71
## 87 0.000000 251.134935 0.001 0 0.000512 2018 72
## 88 0.000000 23.145174 0.001 0 0.000351 2018 73
## 89 0.000000 1206.982704 0.001 0 0.001229 2018 74
## 90 0.000000 194.746005 0.001 0 0.000079 2018 75
## 91 0.000000 194.084513 0.001 0 0.000079 2018 76
## 92 0.000000 1504.189025 0.001 0 0.001277 2018 77
## 93 0.000000 194.831946 0.001 0 0.000079 2018 78
## 94 0.000000 194.689158 0.001 0 0.000079 2018 79
## 95 0.000000 0.018346 0.001 0 0.000121 2018 80
## 96 0.000000 320.670209 0.001 0 0.000550 2018 81
## 97 0.000000 689.458871 0.001 0 0.000788 2018 82
## 98 0.000000 195.283294 0.001 0 0.000078 2018 83
## 99 0.000000 379.926643 0.001 0 0.000446 2018 84
## 100 0.000000 314.632151 0.001 0 0.000415 2018 85
## 101 0.000000 707.114028 0.001 0 0.000735 2018 86
## 102 0.000000 1480.980007 0.001 0 0.001270 2018 87
## 103 0.000000 193.012488 0.001 0 0.000078 2018 88
## 104 0.000000 791.761089 0.001 0 0.000719 2018 89
## 105 0.000000 1397.777297 0.001 0 0.001273 2018 90
## 106 0.000000 1824.854112 0.001 0 0.001574 2018 91
## 107 0.000000 1767.517527 0.001 0 0.001486 2018 92
## 108 0.000000 192.517153 0.001 0 0.000078 2018 93
## 109 0.000000 677.911404 0.001 0 0.000639 2018 94
## 110 0.000000 1377.712613 0.001 0 0.001294 2018 95
## 111 0.000000 193.670308 0.001 0 0.000078 2018 96
## 112 0.000000 193.600480 0.001 0 0.000078 2018 97
## 113 0.000000 194.307298 0.001 0 0.000078 2018 98
## 114 0.000000 194.016032 0.001 0 0.000078 2018 99
## 115 0.000000 1277.533397 0.001 0 0.001167 2018 100
## 116 0.000000 1361.819755 0.001 0 0.001250 2018 101
## 117 0.000000 1726.070897 0.001 0 0.001481 2018 102
## 118 0.000000 1690.655353 0.001 0 0.001417 2018 103
## 119 0.000000 191.632455 0.001 0 0.000078 2018 104
## 120 0.000000 192.585998 0.001 0 0.000078 2018 105
## 121 0.000000 70.087733 0.001 0 0.000258 2018 106
## 122 0.000000 1551.641020 0.001 0 0.001439 2018 107
## 123 0.000000 2193.164171 0.001 0 0.001916 2018 108
## 124 0.000000 776.968986 0.001 0 0.000689 2018 109
## 125 0.000000 1560.296038 0.001 0 0.001423 2018 110
## 126 0.000000 1451.054484 0.001 0 0.001300 2018 111
## 127 0.000000 192.865900 0.001 0 0.000078 2018 112
## 128 0.000000 192.702415 0.001 0 0.000078 2018 113
## 129 0.000000 192.318177 0.001 0 0.000078 2018 114
## 130 0.000000 980.348003 0.001 0 0.000833 2018 115
## 131 0.000000 192.611317 0.001 0 0.000078 2018 116
## 132 0.000000 1463.609854 0.001 0 0.001240 2018 117
## 133 0.000000 1764.639463 0.001 0 0.001486 2018 118
## 134 0.000000 1514.823188 0.001 0 0.001301 2018 119
## 135 0.000000 1932.683441 0.001 0 0.001647 2018 120
## 136 0.000000 2027.719431 0.001 0 0.001739 2018 121
## 137 0.000000 1914.974049 0.001 0 0.001653 2018 122
## 138 0.000000 1722.297439 0.001 0 0.001485 2018 123
## 139 0.000000 1669.788620 0.001 0 0.001482 2018 124
## 140 0.000000 190.777477 0.001 0 0.000078 2018 125
## 141 0.000000 1220.343817 0.001 0 0.000996 2018 126
## 142 0.000000 191.115052 0.001 0 0.000078 2018 127
## 143 0.000000 190.859536 0.001 0 0.000078 2018 128
## 144 0.000000 1926.448301 0.001 0 0.001508 2018 129
## 145 0.000000 190.166456 0.001 0 0.000078 2018 130
## 146 0.000000 1933.318210 0.001 0 0.001633 2018 131
## 147 0.000000 1783.280076 0.001 0 0.001511 2018 132
## 148 0.000000 1799.440213 0.001 0 0.001569 2018 133
## 149 0.000000 1719.466056 0.001 0 0.001496 2018 134
## 150 0.000000 190.269400 0.001 0 0.000078 2018 135merge all 3 sites
threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))
threesitevalidation<-threesitevalidation1
threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)
threesitevalidation## site1 site2 site3 allsites
## 1 -0.150628152 0.0976661886 -3.292173583 -1.1150451824
## 2 0.093025471 0.1305211370 0.431571505 0.2183727044
## 3 -0.089152499 0.0544400667 NA NA
## 4 0.154683375 0.3636509213 -2.474541649 -0.6520691177
## 5 0.133872879 0.2280809128 -0.128295566 0.0778860752
## 6 -0.051313972 0.0798798563 -3.452203596 -1.1412125708
## 7 0.296495435 0.0965789216 0.521272953 0.3047824367
## 8 0.128266467 0.1096670732 -0.268370200 -0.0101455532
## 9 0.134558054 0.1425488743 0.544601387 0.2739027718
## 10 0.024446721 0.2622661263 -2.584226791 -0.7658379809
## 11 -0.065320260 -0.0425662276 -2.033492515 -0.7137930007
## 12 -0.118843381 0.0006436471 -3.143715856 -1.0873051966
## 13 0.137987080 0.2058749110 0.381149321 0.2416704375
## 14 0.142379678 -0.0997467218 0.098299525 0.0469774937
## 15 0.167936975 -0.2163521203 0.048660772 0.0000818754
## 16 -0.120237102 0.0146950102 -0.135541174 -0.0803610887
## 17 0.135239373 0.0553015036 -0.368473462 -0.0593108618
## 18 -0.034004539 0.1706969464 -2.453260347 -0.7721893131
## 19 0.011302096 0.0194786711 -3.020794231 -0.9966711546
## 20 0.014121559 0.3073625845 -3.300033020 -0.9928496253
## 21 -0.124086147 0.1040784208 -3.343625489 -1.1212110716
## 22 0.035751111 0.1072028655 -3.376305509 -1.0777838441
## 23 0.191798103 0.1500240714 -1.222663968 -0.2936139313
## 24 0.107156655 0.2293054379 0.292888004 0.2097833657
## 25 -0.474740681 -0.2727498513 -2.348443041 -1.0319778578
## 26 0.164614739 0.1458416412 0.074692932 0.1283831041
## 27 0.070216585 0.1623596931 -4.498698719 -1.4220408135
## 28 0.143651874 0.1077287524 -0.176693830 0.0248955988
## 29 0.213012457 0.0445488378 -3.224378187 -0.9889389642
## 30 0.145730233 0.0047386792 0.302532582 0.1510004981
## 31 0.158128290 -0.0083082627 0.424374712 0.1913982463
## 32 0.131651517 0.2477914019 0.373268897 0.2509039387
## 33 -0.002689309 0.1477404795 -1.151775594 -0.3355748077
## 34 -0.008292046 0.1592592122 0.245571944 0.1321797032
## 35 0.069917604 0.2084456398 -3.759703026 -1.1604465941
## 36 0.046944501 0.2217063212 -4.076381312 -1.2692434967
## 37 0.010813384 -0.0476395855 0.493956657 0.1523768185
## 38 0.130353508 -0.1080143007 0.021406829 0.0145820121
## 39 -0.041855724 0.0948933215 -0.689429780 -0.2121307275
## 40 -0.053811767 0.1943028403 -1.992414378 -0.6173077680
## 41 0.042396254 0.2454389652 -3.647645222 -1.1199366674
## 42 0.177477548 -0.6225374711 -2.616678139 -1.0205793541
## 43 0.096652061 0.1858265318 -0.141374116 0.0470348253
## 44 0.114159207 0.1934114610 -2.743014746 -0.8118146929
## 45 0.179020987 0.2585036169 -0.384029763 0.0178316137
## 46 0.025018938 0.1958533414 0.268986834 0.1632863713
## 47 0.191377570 -0.0539108723 0.371273791 0.1695801629
## 48 -0.005116465 0.1786600845 0.229109733 0.1342177839
## 49 -0.018573773 0.1227619940 -4.122030670 -1.3392808165
## 50 0.187158675 0.0250863027 0.061610415 0.0912851307
## 51 0.149654521 -0.5845221635 -0.074122698 -0.1696634466
## 52 -0.081082472 0.1182737597 -0.151592555 -0.0381337558
## 53 0.185991398 -0.0473030420 -2.006355339 -0.6225556609
## 54 0.114859333 0.0635051693 0.248961897 0.1424421330
## 55 0.191725327 -0.0647444077 NA NA
## 56 -0.029882003 -0.6042781076 NA NA
## 57 0.165554160 -0.2750376487 -0.284489498 -0.1313243289
## 58 0.138566527 0.0873386088 0.302464392 0.1761231759
## 59 0.174710492 -0.4728140570 0.243328334 -0.0182584103
## 60 -0.080651076 0.0999654275 0.221058429 0.0801242599
## 61 -0.016473555 0.1012709090 0.269711267 0.1181695405
## 62 0.156541858 0.0162251238 0.454817156 0.2091947127
## 63 0.075520745 0.2039828936 0.143097932 0.1408671901
## 64 0.026702691 0.1791787314 0.239778747 0.1485533897
## 65 -0.061126237 0.1485713427 -0.150807712 -0.0211208685
## 66 0.155142178 0.0355939506 -1.748271964 -0.5191786120
## 67 0.158422407 -0.4443557129 0.276250668 -0.0032275457
## 68 0.133256063 -0.1720041245 0.364921645 0.1087245278
## 69 0.040817999 0.2377890637 0.215493156 0.1647000730
## 70 0.209054301 -0.3280380508 -1.961083404 -0.6933557181
## 71 0.133681507 0.0477743745 -0.004974386 0.0588271651
## 72 0.083052445 -0.2137597645 -2.537974668 -0.8895606627
## 73 0.087032024 -0.1981554351 -1.589534684 -0.5668860315
## 74 0.059337563 0.2213559100 0.375125605 0.2186063593
## 75 0.055594811 -0.2273781553 -2.786545763 -0.9861097027
## 76 0.137214701 0.0680054510 0.318637674 0.1746192751
## 77 0.153108593 -0.1238487082 -1.936230004 -0.6356567063
## 78 0.052617277 0.2349936886 0.160659029 0.1494233313
## 79 -0.276533922 -0.0460077709 0.283839436 -0.0129007523
## 80 0.052866145 0.0935252740 -3.138550785 -0.9973864554
## 81 0.198504935 -0.2671608368 -2.485838826 -0.8514982426
## 82 0.124145098 -0.8969908593 -2.561079515 -1.1113084257
## 83 0.105983377 -0.5736088830 -0.151777613 -0.2064677063
## 84 0.225929901 0.3928623543 -1.656459642 -0.3458891288
## 85 0.081859458 -0.4190722626 -2.648289697 -0.9951675006
## 86 0.058791846 0.2765966483 -0.543131638 -0.0692477146
## 87 -0.034008569 -0.6135184728 -2.751343750 -1.1329569306
## 88 0.120750512 0.1111647791 0.023013026 0.0849761057
## 89 0.071953180 0.1095608866 -3.669728482 -1.1627381383
## 90 0.101625077 -0.2531596603 0.252989665 0.0338183608
## 91 0.143039162 0.1081320628 0.292152425 0.1811078833
## 92 0.157258146 -0.9780174345 NA NA
## 93 0.157344985 0.0153674630 0.446090752 0.2062677335
## 94 0.156821305 -0.4392105405 -3.199353352 -1.1605808623
## 95 0.076825708 -0.4141148356 0.137706656 -0.0665274906
## 96 0.091768299 -0.6271310053 -2.751710171 -1.0956909590
## 97 -0.040222514 0.1600385619 -0.248778880 -0.0429876108
## 98 0.064313456 -0.5085764117 -1.856802027 -0.7670216611
## 99 -0.012927682 0.1203605019 -0.092121683 0.0051037121
## 100 0.034576899 -0.8419238838 -1.908192239 -0.9051797411
## 101 0.063150147 0.0483269512 -0.124587799 -0.0043702336
## 102 0.082248981 -0.4892646488 -0.596354939 -0.3344568692
## 103 0.101266151 0.0001760617 -2.315099084 -0.7378856239
## 104 0.001407846 0.1726791643 -0.016059937 0.0526756911
## 105 -0.056404227 -0.0790181596 -1.714286235 -0.6165695404
## 106 0.095508056 -0.8253645261 -2.628381042 -1.1194125038
## 107 -0.005160646 -0.2381339800 -0.048341594 -0.0972120733
## 108 0.143131892 -0.0678432170 0.516068641 0.1971191055
## 109 0.012180324 -0.2956558312 0.309293368 0.0086059536
## 110 0.045420328 -0.7768853325 -0.076728086 -0.2693976968
## 111 0.050921368 -0.5637815664 -0.080390667 -0.1977502883
## 112 0.029383061 -0.6758358567 -2.941396820 -1.1959498717
## 113 0.119728623 -0.8220097342 -2.275981828 -0.9927543129
## 114 0.097988760 -0.7421703159 -0.863056260 -0.5024126053
## 115 0.066877387 -0.2759388063 -0.025857093 -0.0783061708
## 116 -0.044317923 -0.4905445602 -2.100591718 -0.8784847338
## 117 -0.042253982 -0.6311221343 -3.253764364 -1.3090468268
## 118 0.099607139 -0.4653947968 -1.521958905 -0.6292488544
## 119 -0.031109089 -0.4910834420 -3.086238530 -1.2028103535
## 120 -0.027940823 -0.8081216873 -2.369375764 -1.0684794250
## 121 0.116540810 0.1147229068 -1.867980370 -0.5455722177
## 122 -0.232556089 0.0151744137 -2.714886669 -0.9774227816
## 123 0.129326645 0.2583112468 0.041026983 0.1428882916
## 124 -0.012167122 0.0714779062 -3.243537527 -1.0614089144
## 125 -0.017862848 -0.4781891719 -2.206618539 -0.9008901863
## 126 0.177920603 0.3095654300 -3.529599690 -1.0140378856
## 127 -0.242689277 -0.5274600554 -0.073243393 -0.2811309083
## 128 -0.176531413 -0.0288783762 -2.052248451 -0.7525527468
## 129 0.074689697 -0.6992678416 -2.425813354 -1.0167971662
## 130 0.037238940 -0.5783073126 -0.365148124 -0.3020721654
## 131 0.016036577 -0.5801411923 -2.404622590 -0.9895757349
## 132 -0.077173287 0.0997089866 NA NA
## 133 0.043726181 -0.9417325896 -2.301694815 -1.0665670746
## 134 -0.005038661 -0.7073598062 -1.070227935 -0.5942088008
## 135 -0.066989673 0.0374747714 NA NA
## 136 0.097204942 -0.7343060087 NA NA
## 137 -0.139487820 -0.0605911745 0.056152129 -0.0479756217
## 138 -0.114694695 -0.5375187233 -3.992006088 -1.5480731688
## 139 0.005279949 -0.4808470354 -0.101787966 -0.1924516841
## 140 0.028331125 -0.7957469596 -0.181697764 -0.3163711996
## 141 0.087430291 0.2443988071 -2.664309044 -0.7774933153
## 142 0.155675404 0.0664512870 -0.874409577 -0.2174276287
## 143 -0.500881216 -0.2738562197 NA NA
## 144 -0.111929069 -0.5061552795 -3.655088782 -1.4243910435
## 145 -0.173139459 -0.4462681269 -4.169192228 -1.5961999381
## 146 0.008024417 -0.6030044785 -0.333164967 -0.3093816763
## 147 0.057515033 -0.8904637090 -0.268132070 -0.3670269153
## 148 -0.022054251 0.0752092724 NA NA
## 149 -0.056967425 -0.2195077663 -0.140269002 -0.1389147310
## 150 -0.129530641 -0.6428764174 -2.780465911 -1.1842909897
## 151 -0.195489758 -0.7512001097 -1.387413983 -0.7780346169
## 152 0.128567923 0.1360476557 -0.129778163 0.0449458052
## 153 -0.012559001 -0.6012873177 -0.523803470 -0.3792165959
## 154 0.042198472 0.0777718055 -0.403441096 -0.0944902729
## 155 -0.303945711 -0.0654979510 -0.672405308 -0.3472829899
## 156 0.025421340 0.0759659610 NA NA
## 157 -0.034478346 -0.0646902079 NA NA
## 158 -0.025308496 -0.9277779752 -1.886052897 -0.9463797893
## 159 -0.041479168 0.0611989381 -0.245472121 -0.0752507835
## 160 -0.119955031 -0.8344387321 -2.618411263 -1.1909350090
## 161 0.048243966 -0.5303330121 -0.286556612 -0.2562152194
## 162 -0.195146776 0.1099863248 0.020326886 -0.0216111885
## 163 -0.198912335 -0.6370577261 0.031604554 -0.2681218355
## 164 0.060222201 -0.9484342540 -2.314948757 -1.0677202700
## 165 -0.295619190 -0.4648276513 -0.027093941 -0.2625135942
## 166 -0.276202257 -0.6036177853 -1.300569867 -0.7267966364
## 167 -0.379993667 -0.5524729199 -0.134256250 -0.3555742793
## 168 -0.256104477 -0.0231399115 NA NA
## 169 -0.351158349 0.1341327973 -0.512661552 -0.2432290347
## 170 NA -0.6572336290 -0.248231167 NA
## 171 -0.246659529 -0.5793993635 -3.486590797 -1.4375498966
## 172 -0.101060466 0.1179043630 -0.117837612 -0.0336645715
## 173 NA -1.0407630268 0.018108175 NA
## 174 -0.383947175 -0.8416350433 -1.388484292 -0.8713555033
## 175 -0.142436115 -0.7540157960 -3.205547374 -1.3673330949
## 176 -0.213951278 -1.0676381988 -2.208804127 -1.1634645346
## 177 -0.393633772 -0.8136233692 0.054983102 -0.3840913465
## 178 0.071448630 -0.6378201890 -0.041671250 -0.2026809364
## 179 -0.361041102 -0.9599570087 -0.392716463 -0.5712381912
## 180 NA -0.8359590704 -1.290317211 NA
## 181 -0.375592586 -0.8737385877 -0.649394925 -0.6329086996
## 182 -0.392578081 -0.4537823075 0.004289143 -0.2806904150
## 183 -0.325552933 -0.7711666671 -3.697629451 -1.5981163503
## 184 NA -0.7496283135 -2.455262319 NA
## 185 NA -0.7948875077 -3.628803948 NA
## 186 NA -1.1070240743 0.041765741 NA
## 187 NA -0.9889128423 0.041535659 NA
## 188 NA -0.7215892192 -0.338618943 NA
## 189 0.012528471 0.2048723516 0.271933044 0.1631112891
## 190 NA -0.6433245509 -0.028719616 NA
## 191 NA -0.9715793256 -0.755805337 NA
## 192 NA -0.8150394071 -0.081838043 NA
## 193 -0.135794819 -1.0732702455 -0.363062341 -0.5240424688
## 194 NA -1.0126066234 -1.594971798 NA
## 195 0.175274666 0.0746343103 NA NA
## 196 -0.384250458 -0.6557224060 NA NA
## 197 -0.085725647 -0.0865035601 NA NA
## 198 -0.417963388 -0.7754049320 NA NA
## 199 -0.089339516 0.2368311026 NA NA
## 200 0.006140466 0.1660204396 NA NAboxplot(threesitevalidation1, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")
boxplot(threesitevalidation, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")
plot(validationsmKGElistsite1,validationsmKGElistsite3)
write.csv(threesitevalidation,'threesitevalidationssurgo.csv')Group by group color by site plot kge on y axis plot group on x axis
ssurgovalidation<- read.csv("threesitevalidationssurgo.csv")
rssvalidation<- read.csv("threesitevalidationrss.csv")
staticvalidation<- read.csv("threesitevalidationstatic.csv")
staticvalidation$group <- 'Static'
rssvalidation$group <- 'RSS'
ssurgovalidation$group<- 'SSURGO'
combinedvalidation <- rbind(staticvalidation, rssvalidation, ssurgovalidation)
combinedvalidationlong1<- data.frame("KGE" = combinedvalidation$site1, "group" = combinedvalidation$group)
combinedvalidationlong2<- data.frame("KGE" = combinedvalidation$site2, "group" = combinedvalidation$group)
combinedvalidationlong3<- data.frame("KGE" = combinedvalidation$site3, "group" = combinedvalidation$group)
combinedvalidationlong4<- data.frame("KGE" = combinedvalidation$allsites, "group" = combinedvalidation$group)
combinedvalidationlong1$site = '1'
combinedvalidationlong2$site = '2'
combinedvalidationlong3$site = '3'
combinedvalidationlong4$site = 'All Sites'
combinedvalidationlong<- rbind(combinedvalidationlong1,combinedvalidationlong2, combinedvalidationlong3, combinedvalidationlong4)
combinedvalidationlong## KGE group site
## 1 0.11905785912 Static 1
## 2 0.21370014859 Static 1
## 3 0.18752693194 Static 1
## 4 0.23657877650 Static 1
## 5 0.18751129064 Static 1
## 6 0.03106129854 Static 1
## 7 0.07442044964 Static 1
## 8 0.13760297416 Static 1
## 9 0.23554553835 Static 1
## 10 0.22005913684 Static 1
## 11 0.19297681533 Static 1
## 12 0.17897586442 Static 1
## 13 0.11733269511 Static 1
## 14 -0.18902159087 Static 1
## 15 0.13953850227 Static 1
## 16 0.29721894168 Static 1
## 17 0.20575262697 Static 1
## 18 0.05901121327 Static 1
## 19 0.18480593543 Static 1
## 20 0.14631540246 Static 1
## 21 0.12617087079 Static 1
## 22 0.07562100140 Static 1
## 23 0.08795681616 Static 1
## 24 0.14860375081 Static 1
## 25 0.07951988802 Static 1
## 26 0.07031394517 Static 1
## 27 0.09745667849 Static 1
## 28 -0.04941055368 Static 1
## 29 0.05419475149 Static 1
## 30 0.13884083772 Static 1
## 31 0.09418933368 Static 1
## 32 0.03529485849 Static 1
## 33 -0.06173765650 Static 1
## 34 0.12066868138 Static 1
## 35 0.08739512819 Static 1
## 36 0.06110233711 Static 1
## 37 -0.02174230548 Static 1
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## 52 0.08043981797 Static 1
## 53 0.01769793892 Static 1
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## 65 0.10609429883 Static 1
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## 67 -0.05153489304 Static 1
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## 71 0.04211423413 Static 1
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## 73 0.17981869826 Static 1
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## 78 0.03796303722 Static 1
## 79 0.04757724186 Static 1
## 80 0.12545219707 Static 1
## 81 -0.11364449099 Static 1
## 82 NA Static 1
## 83 0.03251266866 Static 1
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## 107 -0.38846820155 Static 1
## 108 -0.23208844795 Static 1
## 109 NA Static 1
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## 2384 NA SSURGO All Sites
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## 2399 NA SSURGO All Sites
## 2400 NA SSURGO All Sites#Remove NA values so that boxplot will work
validationnona<- subset(combinedvalidationlong,!is.na(combinedvalidationlong$KGE))
threesitevalidationplot <- ggplot(validationnona, aes(group, y = KGE, fill = site))+ geom_boxplot()+ ylab("Soil Moisture KGE - Validation") +xlab("Soil Map Input")+ ggtitle("Patch Specific Soil Moisture KGE For ALL Calibration Runs, NA Excluded")+geom_hline(yintercept=-0.41,linetype=2, col = 'RED')+ scale_y_continuous(breaks=seq(-6,1,1))+ theme_minimal()
threesitevalidationplot
validationnona## KGE group site
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